{"type": "node", "id": "paper-1706.03762", "kind": "paper", "label": "Attention Is All You Need", "url": "https://arxiv.org/abs/1706.03762", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-2205.14135", "kind": "paper", "label": "FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness", "url": "https://arxiv.org/abs/2205.14135", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-2307.08691", "kind": "paper", "label": "FlashAttention-2: Faster Attention with Better Parallelism", "url": "https://arxiv.org/abs/2307.08691", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-2407.08608", "kind": "paper", "label": "FlashAttention-3: Fast and Accurate Attention with Asynchrony and Low-precision", "url": "https://arxiv.org/abs/2407.08608", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-2310.01889", "kind": "paper", "label": "Ring Attention with Blockwise Transformers for Near-Infinite Context", "url": "https://arxiv.org/abs/2310.01889", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-2311.09431", "kind": "paper", "label": "Striped Attention: Faster Ring Attention for Causal Transformers", "url": "https://arxiv.org/abs/2311.09431", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-2405.04434", "kind": "paper", "label": "DeepSeek-V2 (Multi-head Latent Attention)", "url": "https://arxiv.org/abs/2405.04434", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-2502.14837", "kind": "paper", "label": "Enabling DeepSeek's Multi-Head Latent Attention in Any Transformer LLM", "url": "https://arxiv.org/abs/2502.14837", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-2502.11089", "kind": "paper", "label": "Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse Attention", "url": "https://arxiv.org/abs/2502.11089", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-2004.05150", "kind": "paper", "label": "Longformer: The Long-Document Transformer", "url": "https://arxiv.org/abs/2004.05150", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-2001.04451", "kind": "paper", "label": "Reformer: The Efficient Transformer", "url": "https://arxiv.org/abs/2001.04451", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-2009.14794", "kind": "paper", "label": "Rethinking Attention with Performers", "url": "https://arxiv.org/abs/2009.14794", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-1911.02150", "kind": "paper", "label": "Fast Transformer Decoding: Multi-Query Attention", "url": "https://arxiv.org/abs/1911.02150", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-2305.13245", "kind": "paper", "label": "GQA: Generalized Multi-Query Transformer Models", "url": "https://arxiv.org/abs/2305.13245", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-2410.05258", "kind": "paper", "label": "Differential Transformer", "url": "https://arxiv.org/abs/2410.05258", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-2406.16747", "kind": "paper", "label": "Sparser is Faster and Less is More: Efficient Sparse Attention", "url": "https://arxiv.org/abs/2406.16747", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-2502.18137", "kind": "paper", "label": "SpargeAttention: Training-free Sparse Attention", "url": "https://arxiv.org/abs/2502.18137", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-2404.07143", "kind": "paper", "label": "Infini-attention: Efficient Infinite Context Transformers", "url": "https://arxiv.org/abs/2404.07143", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-2405.05254", "kind": "paper", "label": "You Only Cache Once: Decoder-Decoder Architectures (YOCO)", "url": "https://arxiv.org/abs/2405.05254", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-2103.03206", "kind": "paper", "label": "Perceiver: General Perception with Iterative Attention", "url": "https://arxiv.org/abs/2103.03206", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-2107.14795", "kind": "paper", "label": "Perceiver IO: A General Architecture for Structured I/O", "url": "https://arxiv.org/abs/2107.14795", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-2312.06635", "kind": "paper", "label": "Gated Linear Attention Transformers with Hardware-Efficient Training", "url": "https://arxiv.org/abs/2312.06635", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-2402.19427", "kind": "paper", "label": "Griffin: Mixing Gated Linear Recurrences with Local Attention", "url": "https://arxiv.org/abs/2402.19427", "source": "arxiv", "axis": "attention", "layer": 0}
{"type": "node", "id": "paper-1701.06538", "kind": "paper", "label": "Outrageously Large Neural Networks: Sparsely-Gated Mixture-of-Experts Layer", "url": "https://arxiv.org/abs/1701.06538", "source": "arxiv", "axis": "moe", "layer": 0}
{"type": "node", "id": "paper-2101.03961", "kind": "paper", "label": "Switch Transformers: Scaling to Trillion Parameter Models", "url": "https://arxiv.org/abs/2101.03961", "source": "arxiv", "axis": "moe", "layer": 0}
{"type": "node", "id": "paper-2006.16668", "kind": "paper", "label": "GShard: Scaling Giant Models with Conditional Computation", "url": "https://arxiv.org/abs/2006.16668", "source": "arxiv", "axis": "moe", "layer": 0}
{"type": "node", "id": "paper-2202.08906", "kind": "paper", "label": "ST-MoE: Designing Stable and Transferable Sparse Expert Models", "url": "https://arxiv.org/abs/2202.08906", "source": "arxiv", "axis": "moe", "layer": 0}
{"type": "node", "id": "paper-2211.15841", "kind": "paper", "label": "MegaBlocks: Efficient Sparse Training with Mixture-of-Experts", "url": "https://arxiv.org/abs/2211.15841", "source": "arxiv", "axis": "moe", "layer": 0}
{"type": "node", "id": "paper-2401.04088", "kind": "paper", "label": "Mixtral of Experts", "url": "https://arxiv.org/abs/2401.04088", "source": "arxiv", "axis": "moe", "layer": 0}
{"type": "node", "id": "paper-2412.19437", "kind": "paper", "label": "DeepSeek-V3 Technical Report", "url": "https://arxiv.org/abs/2412.19437", "source": "arxiv", "axis": "moe", "layer": 0}
{"type": "node", "id": "paper-2408.15664", "kind": "paper", "label": "Auxiliary-Loss-Free Load Balancing Strategy for Mixture-of-Experts", "url": "https://arxiv.org/abs/2408.15664", "source": "arxiv", "axis": "moe", "layer": 0}
{"type": "node", "id": "paper-2409.02060", "kind": "paper", "label": "OLMoE: Open Mixture-of-Experts Language Models", "url": "https://arxiv.org/abs/2409.02060", "source": "arxiv", "axis": "moe", "layer": 0}
{"type": "node", "id": "paper-2305.14705", "kind": "paper", "label": "Mixture-of-Experts Meets Instruction Tuning", "url": "https://arxiv.org/abs/2305.14705", "source": "arxiv", "axis": "moe", "layer": 0}
{"type": "node", "id": "paper-2404.02258", "kind": "paper", "label": "Mixture-of-Depths: Dynamically allocating compute in transformers", "url": "https://arxiv.org/abs/2404.02258", "source": "arxiv", "axis": "moe", "layer": 0}
{"type": "node", "id": "paper-2205.14217", "kind": "paper", "label": "Diffusion-LM Improves Controllable Text Generation", "url": "https://arxiv.org/abs/2205.14217", "source": "arxiv", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "paper-2107.03006", "kind": "paper", "label": "Structured Denoising Diffusion Models in Discrete State-Spaces (D3PM)", "url": "https://arxiv.org/abs/2107.03006", "source": "arxiv", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "paper-2310.16834", "kind": "paper", "label": "Discrete Diffusion Modeling by Estimating Ratios of Data Distribution (SEDD)", "url": "https://arxiv.org/abs/2310.16834", "source": "arxiv", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "paper-2406.07524", "kind": "paper", "label": "Simple and Effective Masked Diffusion Language Models (MDLM)", "url": "https://arxiv.org/abs/2406.07524", "source": "arxiv", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "paper-2502.09992", "kind": "paper", "label": "LLaDA: Large Language Diffusion Models", "url": "https://arxiv.org/abs/2502.09992", "source": "arxiv", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "paper-2503.09573", "kind": "paper", "label": "Block Diffusion: Interpolating Between Autoregressive and Diffusion LMs", "url": "https://arxiv.org/abs/2503.09573", "source": "arxiv", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "paper-2408.11039", "kind": "paper", "label": "Transfusion: Predict the Next Token and Diffuse Images", "url": "https://arxiv.org/abs/2408.11039", "source": "arxiv", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "paper-2310.17680", "kind": "paper", "label": "CodeFusion: A Pre-trained Diffusion Model for Code Generation", "url": "https://arxiv.org/abs/2310.17680", "source": "arxiv", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "paper-2410.13782", "kind": "paper", "label": "DPLM-2: A Multimodal Diffusion Protein Language Model", "url": "https://arxiv.org/abs/2410.13782", "source": "arxiv", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "paper-2506.05340", "kind": "paper", "label": "Exploring Diffusion Transformer Designs via Grafting", "url": "https://arxiv.org/abs/2506.05340", "source": "arxiv", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "paper-2312.00752", "kind": "paper", "label": "Mamba: Linear-Time Sequence Modeling with Selective State Spaces", "url": "https://arxiv.org/abs/2312.00752", "source": "arxiv", "axis": "ssm", "layer": 0}
{"type": "node", "id": "paper-2405.21060", "kind": "paper", "label": "Transformers are SSMs: Structured State Space Duality (Mamba-2)", "url": "https://arxiv.org/abs/2405.21060", "source": "arxiv", "axis": "ssm", "layer": 0}
{"type": "node", "id": "paper-2403.19887", "kind": "paper", "label": "Jamba: A Hybrid Transformer-Mamba Language Model", "url": "https://arxiv.org/abs/2403.19887", "source": "arxiv", "axis": "ssm", "layer": 0}
{"type": "node", "id": "paper-2307.08621", "kind": "paper", "label": "Retentive Network: A Successor to Transformer (RetNet)", "url": "https://arxiv.org/abs/2307.08621", "source": "arxiv", "axis": "ssm", "layer": 0}
{"type": "node", "id": "paper-2404.05892", "kind": "paper", "label": "Eagle and Finch: RWKV with Matrix-Valued States", "url": "https://arxiv.org/abs/2404.05892", "source": "arxiv", "axis": "ssm", "layer": 0}
{"type": "node", "id": "paper-2404.08801", "kind": "paper", "label": "Megalodon: Efficient LLM Pretraining with Unlimited Context", "url": "https://arxiv.org/abs/2404.08801", "source": "arxiv", "axis": "ssm", "layer": 0}
{"type": "node", "id": "paper-2404.19756", "kind": "paper", "label": "KAN: Kolmogorov-Arnold Networks", "url": "https://arxiv.org/abs/2404.19756", "source": "arxiv", "axis": "kan", "layer": 0}
{"type": "node", "id": "paper-2408.10205", "kind": "paper", "label": "KAN 2.0: Kolmogorov-Arnold Networks Meet Science", "url": "https://arxiv.org/abs/2408.10205", "source": "arxiv", "axis": "kan", "layer": 0}
{"type": "node", "id": "paper-2501.00663", "kind": "paper", "label": "Titans: Learning to Memorize at Test Time", "url": "https://arxiv.org/abs/2501.00663", "source": "arxiv", "axis": "titans", "layer": 0}
{"type": "node", "id": "paper-2501.15383", "kind": "paper", "label": "Qwen2.5-1M Technical Report", "url": "https://arxiv.org/abs/2501.15383", "source": "arxiv", "axis": "titans", "layer": 0}
{"type": "node", "id": "paper-2502.20082", "kind": "paper", "label": "LongRoPE2: Near-Lossless LLM Context Window Scaling", "url": "https://arxiv.org/abs/2502.20082", "source": "arxiv", "axis": "titans", "layer": 0}
{"type": "node", "id": "paper-2308.14508", "kind": "paper", "label": "LongBench: Bilingual Multitask Benchmark for Long Context", "url": "https://arxiv.org/abs/2308.14508", "source": "arxiv", "axis": "titans", "layer": 0}
{"type": "node", "id": "paper-2404.06654", "kind": "paper", "label": "RULER: What's the Real Context Size of Your Long-Context LLMs?", "url": "https://arxiv.org/abs/2404.06654", "source": "arxiv", "axis": "titans", "layer": 0}
{"type": "node", "id": "paper-2402.17764", "kind": "paper", "label": "The Era of 1-bit LLMs: All LLMs are in 1.58 Bits (BitNet b1.58)", "url": "https://arxiv.org/abs/2402.17764", "source": "arxiv", "axis": "ternary", "layer": 0}
{"type": "node", "id": "paper-2310.11453", "kind": "paper", "label": "BitNet: Scaling 1-bit Transformers for Large Language Models", "url": "https://arxiv.org/abs/2310.11453", "source": "arxiv", "axis": "ternary", "layer": 0}
{"type": "node", "id": "paper-2504.18415", "kind": "paper", "label": "BitNet v2: Native 4-bit Activations with Hadamard Transformation", "url": "https://arxiv.org/abs/2504.18415", "source": "arxiv", "axis": "ternary", "layer": 0}
{"type": "node", "id": "paper-1710.03740", "kind": "paper", "label": "Mixed Precision Training", "url": "https://arxiv.org/abs/1710.03740", "source": "arxiv", "axis": "ternary", "layer": 0}
{"type": "node", "id": "paper-2205.13147", "kind": "paper", "label": "Matryoshka Representation Learning", "url": "https://arxiv.org/abs/2205.13147", "source": "arxiv", "axis": "matryoshka", "layer": 0}
{"type": "node", "id": "paper-2310.07707", "kind": "paper", "label": "MatFormer: Nested Transformer for Elastic Inference", "url": "https://arxiv.org/abs/2310.07707", "source": "arxiv", "axis": "matryoshka", "layer": 0}
{"type": "node", "id": "paper-2404.05961", "kind": "paper", "label": "LLM2Vec: LLMs Are Secretly Powerful Text Encoders", "url": "https://arxiv.org/abs/2404.05961", "source": "arxiv", "axis": "matryoshka", "layer": 0}
{"type": "node", "id": "paper-2507.10524", "kind": "paper", "label": "Mixture-of-Recursions: Learning Dynamic Recursive Depths", "url": "https://arxiv.org/abs/2507.10524", "source": "arxiv", "axis": "mor", "layer": 0}
{"type": "node", "id": "paper-2410.20672", "kind": "paper", "label": "Relaxed Recursive Transformers: Parameter Sharing with Layer-wise LoRA", "url": "https://arxiv.org/abs/2410.20672", "source": "arxiv", "axis": "mor", "layer": 0}
{"type": "node", "id": "paper-2211.17192", "kind": "paper", "label": "Fast Inference from Transformers via Speculative Decoding", "url": "https://arxiv.org/abs/2211.17192", "source": "arxiv", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "paper-2302.01318", "kind": "paper", "label": "Accelerating Large Language Model Decoding with Speculative Sampling", "url": "https://arxiv.org/abs/2302.01318", "source": "arxiv", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "paper-2401.10774", "kind": "paper", "label": "Medusa: LLM Inference Acceleration with Multiple Decoding Heads", "url": "https://arxiv.org/abs/2401.10774", "source": "arxiv", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "paper-2401.15077", "kind": "paper", "label": "EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty", "url": "https://arxiv.org/abs/2401.15077", "source": "arxiv", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "paper-2406.16858", "kind": "paper", "label": "EAGLE-2: Faster Inference with Dynamic Draft Trees", "url": "https://arxiv.org/abs/2406.16858", "source": "arxiv", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "paper-2503.01840", "kind": "paper", "label": "EAGLE-3: Scaling up Inference Acceleration via Training-Time Test", "url": "https://arxiv.org/abs/2503.01840", "source": "arxiv", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "paper-2305.09781", "kind": "paper", "label": "SpecInfer: Tree-based Speculative Inference and Verification", "url": "https://arxiv.org/abs/2305.09781", "source": "arxiv", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "paper-2311.08252", "kind": "paper", "label": "REST: Retrieval-Based Speculative Decoding", "url": "https://arxiv.org/abs/2311.08252", "source": "arxiv", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "paper-2310.07177", "kind": "paper", "label": "Online Speculative Decoding", "url": "https://arxiv.org/abs/2310.07177", "source": "arxiv", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "paper-2404.16710", "kind": "paper", "label": "LayerSkip: Early Exit Inference and Self-Speculative Decoding", "url": "https://arxiv.org/abs/2404.16710", "source": "arxiv", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "paper-2502.06282", "kind": "paper", "label": "Jakiro: Boosting Speculative Decoding with Decoupled Multi-Head via MoE", "url": "https://arxiv.org/abs/2502.06282", "source": "arxiv", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "paper-2408.03314", "kind": "paper", "label": "Scaling LLM Test-Time Compute Optimally", "url": "https://arxiv.org/abs/2408.03314", "source": "arxiv", "axis": "testtime", "layer": 0}
{"type": "node", "id": "paper-2502.05171", "kind": "paper", "label": "Scaling up Test-Time Compute with Latent Reasoning: Recurrent Depth", "url": "https://arxiv.org/abs/2502.05171", "source": "arxiv", "axis": "testtime", "layer": 0}
{"type": "node", "id": "paper-2501.19393", "kind": "paper", "label": "s1: Simple test-time scaling", "url": "https://arxiv.org/abs/2501.19393", "source": "arxiv", "axis": "testtime", "layer": 0}
{"type": "node", "id": "paper-2407.21787", "kind": "paper", "label": "Large Language Monkeys: Scaling Inference Compute with Repeated Sampling", "url": "https://arxiv.org/abs/2407.21787", "source": "arxiv", "axis": "testtime", "layer": 0}
{"type": "node", "id": "paper-2408.00724", "kind": "paper", "label": "Inference Scaling Laws: Compute-Optimal Inference", "url": "https://arxiv.org/abs/2408.00724", "source": "arxiv", "axis": "testtime", "layer": 0}
{"type": "node", "id": "paper-2412.14135", "kind": "paper", "label": "Scaling of Search and Learning: A Roadmap to Reproduce o1", "url": "https://arxiv.org/abs/2412.14135", "source": "arxiv", "axis": "testtime", "layer": 0}
{"type": "node", "id": "paper-2412.06769", "kind": "paper", "label": "Training LLMs to Reason in a Continuous Latent Space (Coconut)", "url": "https://arxiv.org/abs/2412.06769", "source": "arxiv", "axis": "testtime", "layer": 0}
{"type": "node", "id": "paper-2501.12948", "kind": "paper", "label": "DeepSeek-R1: Incentivizing Reasoning via Reinforcement Learning", "url": "https://arxiv.org/abs/2501.12948", "source": "arxiv", "axis": "testtime", "layer": 0}
{"type": "node", "id": "paper-2408.06195", "kind": "paper", "label": "Mutual Reasoning Makes Smaller LLMs Stronger (rStar)", "url": "https://arxiv.org/abs/2408.06195", "source": "arxiv", "axis": "testtime", "layer": 0}
{"type": "node", "id": "paper-2503.16419", "kind": "paper", "label": "Stop Overthinking: A Survey on Efficient Reasoning for LLMs", "url": "https://arxiv.org/abs/2503.16419", "source": "arxiv", "axis": "testtime", "layer": 0}
{"type": "node", "id": "lab-deepseek", "kind": "lab", "label": "DeepSeek AI", "url": "https://www.deepseek.com", "source": "web", "axis": "moe", "layer": 1}
{"type": "node", "id": "lab-google-deepmind", "kind": "lab", "label": "Google DeepMind", "url": "https://deepmind.google", "source": "web", "axis": "testtime", "layer": 1}
{"type": "node", "id": "lab-googleresearch", "kind": "lab", "label": "Google Research", "url": "https://research.google", "source": "web", "axis": "matryoshka", "layer": 1}
{"type": "node", "id": "lab-microsoft-research", "kind": "lab", "label": "Microsoft Research", "url": "https://www.microsoft.com/en-us/research", "source": "web", "axis": "ternary", "layer": 1}
{"type": "node", "id": "lab-mistral", "kind": "lab", "label": "Mistral AI", "url": "https://mistral.ai", "source": "web", "axis": "moe", "layer": 1}
{"type": "node", "id": "lab-meta-fair", "kind": "lab", "label": "Meta AI (FAIR)", "url": "https://ai.meta.com", "source": "web", "axis": "attention", "layer": 1}
{"type": "node", "id": "lab-berkeley-bair", "kind": "lab", "label": "Berkeley AI Research (BAIR)", "url": "https://bair.berkeley.edu", "source": "web", "axis": "attention", "layer": 1}
{"type": "node", "id": "lab-princeton", "kind": "lab", "label": "Princeton (Tri Dao / Hazy Research)", "url": "https://www.cs.princeton.edu", "source": "web", "axis": "attention", "layer": 1}
{"type": "node", "id": "lab-cmu-catalyst", "kind": "lab", "label": "CMU Catalyst Group", "url": "https://catalyst.cs.cmu.edu", "source": "web", "axis": "specdecode", "layer": 1}
{"type": "node", "id": "lab-stanford-hazy", "kind": "lab", "label": "Stanford Hazy Research", "url": "https://hazyresearch.stanford.edu", "source": "web", "axis": "ssm", "layer": 1}
{"type": "node", "id": "lab-allenai", "kind": "lab", "label": "Allen Institute for AI (AI2)", "url": "https://allenai.org", "source": "web", "axis": "moe", "layer": 1}
{"type": "node", "id": "lab-mit-csail", "kind": "lab", "label": "MIT CSAIL", "url": "https://www.csail.mit.edu", "source": "web", "axis": "kan", "layer": 1}
{"type": "node", "id": "lab-alibaba-qwen", "kind": "lab", "label": "Alibaba Qwen", "url": "https://qwenlm.github.io", "source": "web", "axis": "testtime", "layer": 1}
{"type": "node", "id": "lab-nvidia", "kind": "lab", "label": "NVIDIA Research", "url": "https://research.nvidia.com", "source": "web", "axis": "attention", "layer": 1}
{"type": "node", "id": "lab-openai", "kind": "lab", "label": "OpenAI", "url": "https://openai.com", "source": "web", "axis": "testtime", "layer": 1}
{"type": "node", "id": "lab-cornell", "kind": "lab", "label": "Cornell (Kuleshov / Rush Group)", "url": "https://www.cs.cornell.edu", "source": "web", "axis": "diffusion", "layer": 1}
{"type": "node", "id": "lab-eleutherai", "kind": "lab", "label": "EleutherAI", "url": "https://www.eleuther.ai", "source": "web", "axis": "ssm", "layer": 1}
{"type": "node", "id": "lab-hkunlp", "kind": "lab", "label": "HKU NLP", "url": "https://hkunlp.github.io", "source": "web", "axis": "diffusion", "layer": 1}
{"type": "node", "id": "person-tri-dao", "kind": "person", "label": "Tri Dao", "url": "https://tridao.me", "source": "web", "axis": "attention", "layer": 1}
{"type": "node", "id": "person-albert-gu", "kind": "person", "label": "Albert Gu", "url": "https://goombalab.github.io", "source": "web", "axis": "ssm", "layer": 1}
{"type": "node", "id": "person-hao-liu", "kind": "person", "label": "Hao Liu", "url": "https://haoliu.ai", "source": "web", "axis": "attention", "layer": 1}
{"type": "node", "id": "person-pieter-abbeel", "kind": "person", "label": "Pieter Abbeel", "url": "https://people.eecs.berkeley.edu/~pabbeel/", "source": "web", "axis": "attention", "layer": 1}
{"type": "node", "id": "person-ziming-liu", "kind": "person", "label": "Ziming Liu", "url": "https://kindxiaoming.github.io", "source": "web", "axis": "kan", "layer": 1}
{"type": "node", "id": "person-max-tegmark", "kind": "person", "label": "Max Tegmark", "url": "https://space.mit.edu/home/tegmark/", "source": "web", "axis": "kan", "layer": 1}
{"type": "node", "id": "person-ali-behrouz", "kind": "person", "label": "Ali Behrouz", "url": "https://abehrouz.github.io", "source": "web", "axis": "titans", "layer": 1}
{"type": "node", "id": "person-noam-shazeer", "kind": "person", "label": "Noam Shazeer", "url": "https://research.google/people/noam-shazeer/", "source": "web", "axis": "moe", "layer": 1}
{"type": "node", "id": "person-william-fedus", "kind": "person", "label": "William Fedus", "url": "https://scholar.google.com/citations?user=BQIU4pAAAAAJ", "source": "web", "axis": "moe", "layer": 1}
{"type": "node", "id": "person-shuming-ma", "kind": "person", "label": "Shuming Ma", "url": "https://www.microsoft.com/en-us/research/people/shumma/", "source": "web", "axis": "ternary", "layer": 1}
{"type": "node", "id": "person-furu-wei", "kind": "person", "label": "Furu Wei", "url": "https://www.microsoft.com/en-us/research/people/fuwei/", "source": "web", "axis": "ternary", "layer": 1}
{"type": "node", "id": "person-yaniv-leviathan", "kind": "person", "label": "Yaniv Leviathan", "url": "https://research.google/people/yanivleviathan/", "source": "web", "axis": "specdecode", "layer": 1}
{"type": "node", "id": "person-yuhuai-wu", "kind": "person", "label": "Yuhuai Wu", "url": "https://scholar.google.com/citations?user=bOQGfFIAAAAJ", "source": "web", "axis": "specdecode", "layer": 1}
{"type": "node", "id": "person-hongyi-wang", "kind": "person", "label": "Hongyang Zhang (EAGLE)", "url": "https://hongyanz.github.io", "source": "web", "axis": "specdecode", "layer": 1}
{"type": "node", "id": "person-aditya-kusupati", "kind": "person", "label": "Aditya Kusupati", "url": "https://homepages.cs.washington.edu/~kusupati/", "source": "web", "axis": "matryoshka", "layer": 1}
{"type": "node", "id": "person-tri-dao-2", "kind": "person", "label": "Dan Fu", "url": "https://danfu.org", "source": "web", "axis": "ssm", "layer": 1}
{"type": "node", "id": "person-aviral-kumar", "kind": "person", "label": "Aviral Kumar", "url": "https://aviralkumar2907.github.io", "source": "web", "axis": "testtime", "layer": 1}
{"type": "node", "id": "person-shengjia-zhao", "kind": "person", "label": "Charlie Snell", "url": "https://sea-snell.github.io", "source": "web", "axis": "testtime", "layer": 1}
{"type": "node", "id": "person-shen-nie", "kind": "person", "label": "Shen Nie (LLaDA)", "url": "https://scholar.google.com/citations?user=", "source": "web", "axis": "diffusion", "layer": 1}
{"type": "node", "id": "person-chongxuan-li", "kind": "person", "label": "Chongxuan Li", "url": "https://zhenxuan00.github.io", "source": "web", "axis": "diffusion", "layer": 1}
{"type": "node", "id": "person-aaron-lou", "kind": "person", "label": "Aaron Lou (SEDD)", "url": "https://aaronlou.com", "source": "web", "axis": "diffusion", "layer": 1}
{"type": "node", "id": "person-subham-sekhar-sahoo", "kind": "person", "label": "Subham Sahoo (MDLM)", "url": "https://s-sahoo.com", "source": "web", "axis": "diffusion", "layer": 1}
{"type": "node", "id": "person-tianzhu-ye", "kind": "person", "label": "DeepSeek MLA team", "url": "https://www.deepseek.com", "source": "web", "axis": "attention", "layer": 1}
{"type": "node", "id": "person-jinze-bai", "kind": "person", "label": "Qwen team", "url": "https://qwenlm.github.io", "source": "web", "axis": "testtime", "layer": 1}
{"type": "node", "id": "bench-gsm8k", "kind": "benchmark", "label": "GSM8K (Grade School Math)", "url": "https://arxiv.org/abs/2110.14168", "source": "arxiv", "axis": "testtime", "layer": 0}
{"type": "node", "id": "bench-math", "kind": "benchmark", "label": "MATH Dataset", "url": "https://arxiv.org/abs/2103.03874", "source": "arxiv", "axis": "testtime", "layer": 0}
{"type": "node", "id": "bench-mmlu", "kind": "benchmark", "label": "MMLU (Massive Multitask Language Understanding)", "url": "https://arxiv.org/abs/2009.03300", "source": "arxiv", "axis": "testtime", "layer": 0}
{"type": "node", "id": "bench-humaneval", "kind": "benchmark", "label": "HumanEval", "url": "https://arxiv.org/abs/2107.03374", "source": "arxiv", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "bench-longbench", "kind": "benchmark", "label": "LongBench", "url": "https://arxiv.org/abs/2308.14508", "source": "arxiv", "axis": "titans", "layer": 0}
{"type": "node", "id": "bench-ruler", "kind": "benchmark", "label": "RULER long-context benchmark", "url": "https://arxiv.org/abs/2404.06654", "source": "arxiv", "axis": "titans", "layer": 0}
{"type": "node", "id": "ds-github-longbench", "kind": "dataset", "label": "LongBench dataset repo", "url": "https://github.com/THUDM/LongBench", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "ds-github-ruler", "kind": "dataset", "label": "RULER benchmark repo", "url": "https://github.com/NVIDIA/RULER", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "ds-hf-gsm8k", "kind": "dataset", "label": "GSM8K on Hugging Face", "url": "https://huggingface.co/datasets/openai/gsm8k", "source": "web", "axis": "testtime", "layer": 0}
{"type": "node", "id": "ds-hf-math", "kind": "dataset", "label": "MATH on Hugging Face", "url": "https://huggingface.co/datasets/hendrycks/competition_math", "source": "web", "axis": "testtime", "layer": 0}
{"type": "node", "id": "repo-fla-org-flash-linear-attention", "kind": "repo", "label": "fla-org/flash-linear-attention", "url": "https://github.com/fla-org/flash-linear-attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-lucidrains-linear-attention-transformer", "kind": "repo", "label": "lucidrains/linear-attention-transformer", "url": "https://github.com/lucidrains/linear-attention-transformer", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-blinkdl-linearattentionarena", "kind": "repo", "label": "BlinkDL/LinearAttentionArena", "url": "https://github.com/BlinkDL/LinearAttentionArena", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-lucidrains-performer-pytorch", "kind": "repo", "label": "lucidrains/performer-pytorch", "url": "https://github.com/lucidrains/performer-pytorch", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-guillaume-chevalier-linear-attention-recurrent-neural-network", "kind": "repo", "label": "guillaume-chevalier/Linear-Attention-Recurrent-Neural-Network", "url": "https://github.com/guillaume-chevalier/Linear-Attention-Recurrent-Neural-Network", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-hanguo97-log-linear-attention", "kind": "repo", "label": "HanGuo97/log-linear-attention", "url": "https://github.com/HanGuo97/log-linear-attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-qwenlm-flashqla", "kind": "repo", "label": "QwenLM/FlashQLA", "url": "https://github.com/QwenLM/FlashQLA", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-flashserve-flash-linear-attention-npu", "kind": "repo", "label": "flashserve/flash-linear-attention-npu", "url": "https://github.com/flashserve/flash-linear-attention-npu", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-minimax-ai-minimax-01", "kind": "repo", "label": "MiniMax-AI/MiniMax-01", "url": "https://github.com/MiniMax-AI/MiniMax-01", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-jdai-cv-image-captioning", "kind": "repo", "label": "JDAI-CV/image-captioning", "url": "https://github.com/JDAI-CV/image-captioning", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-inclusionai-cula", "kind": "repo", "label": "inclusionAI/cuLA", "url": "https://github.com/inclusionAI/cuLA", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-lironui-linear-attention-mechanism", "kind": "repo", "label": "lironui/Linear-Attention-Mechanism", "url": "https://github.com/lironui/Linear-Attention-Mechanism", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-thu-ml-sla", "kind": "repo", "label": "thu-ml/SLA", "url": "https://github.com/thu-ml/SLA", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-opennlplab-lasp", "kind": "repo", "label": "OpenNLPLab/LASP", "url": "https://github.com/OpenNLPLab/LASP", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-nvlabs-gateddeltanet-2", "kind": "repo", "label": "NVlabs/GatedDeltaNet-2", "url": "https://github.com/NVlabs/GatedDeltaNet-2", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-sustcsonglin-linear-attention-and-beyond-slides", "kind": "repo", "label": "sustcsonglin/linear-attention-and-beyond-slides", "url": "https://github.com/sustcsonglin/linear-attention-and-beyond-slides", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-berlino-gated-linear-attention", "kind": "repo", "label": "berlino/gated_linear_attention", "url": "https://github.com/berlino/gated_linear_attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-lucidrains-taylor-series-linear-attention", "kind": "repo", "label": "lucidrains/taylor-series-linear-attention", "url": "https://github.com/lucidrains/taylor-series-linear-attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-hustvl-dig", "kind": "repo", "label": "hustvl/DiG", "url": "https://github.com/hustvl/DiG", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-xl402-performer", "kind": "repo", "label": "xl402/performer", "url": "https://github.com/xl402/performer", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-kindxiaoming-pykan", "kind": "repo", "label": "KindXiaoming/pykan", "url": "https://github.com/KindXiaoming/pykan", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-blealtan-efficient-kan", "kind": "repo", "label": "Blealtan/efficient-kan", "url": "https://github.com/Blealtan/efficient-kan", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-mintisan-awesome-kan", "kind": "repo", "label": "mintisan/awesome-kan", "url": "https://github.com/mintisan/awesome-kan", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-remigenet-tkan", "kind": "repo", "label": "remigenet/TKAN", "url": "https://github.com/remigenet/TKAN", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-willhua127-graphkan-graph-kolmogorov-arnold-networks", "kind": "repo", "label": "WillHua127/GraphKAN-Graph-Kolmogorov-Arnold-Networks", "url": "https://github.com/WillHua127/GraphKAN-Graph-Kolmogorov-Arnold-Networks", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-ziyaoli-fast-kan", "kind": "repo", "label": "ZiyaoLi/fast-kan", "url": "https://github.com/ZiyaoLi/fast-kan", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-riiswa-kanrl", "kind": "repo", "label": "riiswa/kanrl", "url": "https://github.com/riiswa/kanrl", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-synodicmonth-chebykan", "kind": "repo", "label": "SynodicMonth/ChebyKAN", "url": "https://github.com/SynodicMonth/ChebyKAN", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-mpoluektov-kan-polar", "kind": "repo", "label": "mpoluektov/kan-polar", "url": "https://github.com/mpoluektov/kan-polar", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-indoxer-lkan", "kind": "repo", "label": "Indoxer/LKAN", "url": "https://github.com/Indoxer/LKAN", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-starostinv-convkan", "kind": "repo", "label": "StarostinV/convkan", "url": "https://github.com/StarostinV/convkan", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-srigas-jaxkan", "kind": "repo", "label": "srigas/jaxKAN", "url": "https://github.com/srigas/jaxKAN", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-rbsparky-kolmogorovarnoldnetworks-jl", "kind": "repo", "label": "rbSparky/KolmogorovArnoldNetworks.jl", "url": "https://github.com/rbSparky/KolmogorovArnoldNetworks.jl", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-adityang-kan-gpt", "kind": "repo", "label": "AdityaNG/kan-gpt", "url": "https://github.com/AdityaNG/kan-gpt", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-team-daniel-kan", "kind": "repo", "label": "team-daniel/KAN", "url": "https://github.com/team-daniel/KAN", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-pg2455-kan-tutorial", "kind": "repo", "label": "pg2455/KAN-Tutorial", "url": "https://github.com/pg2455/KAN-Tutorial", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-withray-residualkan", "kind": "repo", "label": "withray/residualKAN", "url": "https://github.com/withray/residualKAN", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-msd-irimas-simple-kan-4-time-series", "kind": "repo", "label": "MSD-IRIMAS/Simple-KAN-4-Time-Series", "url": "https://github.com/MSD-IRIMAS/Simple-KAN-4-Time-Series", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-remigenet-sigkan", "kind": "repo", "label": "remigenet/SigKAN", "url": "https://github.com/remigenet/SigKAN", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-jakariaemon-cnn-kan", "kind": "repo", "label": "jakariaemon/CNN-KAN", "url": "https://github.com/jakariaemon/CNN-KAN", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-aianytime-medical-mixture-of-experts-llm", "kind": "repo", "label": "AIAnytime/Medical-Mixture-of-Experts-LLM", "url": "https://github.com/AIAnytime/Medical-Mixture-of-Experts-LLM", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-tianyi-lab-moe-embedding", "kind": "repo", "label": "tianyi-lab/MoE-Embedding", "url": "https://github.com/tianyi-lab/MoE-Embedding", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-vukrosic-llm-moe", "kind": "repo", "label": "vukrosic/llm-moe", "url": "https://github.com/vukrosic/llm-moe", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-mbzuai-oryx-bimedix", "kind": "repo", "label": "mbzuai-oryx/BiMediX", "url": "https://github.com/mbzuai-oryx/BiMediX", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-tianyi-lab-roma", "kind": "repo", "label": "tianyi-lab/RoMA", "url": "https://github.com/tianyi-lab/RoMA", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-angerybob-hd-moe", "kind": "repo", "label": "angerybob/HD-MoE", "url": "https://github.com/angerybob/HD-MoE", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-conctsai-multilingualism-in-mixture-of-experts-llms", "kind": "repo", "label": "conctsai/Multilingualism-in-Mixture-of-Experts-LLMs", "url": "https://github.com/conctsai/Multilingualism-in-Mixture-of-Experts-LLMs", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-trustairlab-unsafemoe", "kind": "repo", "label": "TrustAIRLab/UnsafeMoE", "url": "https://github.com/TrustAIRLab/UnsafeMoE", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-mu-hashmi-mlx-moe", "kind": "repo", "label": "mu-hashmi/mlx-moe", "url": "https://github.com/mu-hashmi/mlx-moe", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-thewertzgroup-moe", "kind": "repo", "label": "thewertzgroup/MoE", "url": "https://github.com/thewertzgroup/MoE", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-venish12-mixture-of-experts-llm", "kind": "repo", "label": "Venish12/mixture-of-experts-llm", "url": "https://github.com/Venish12/mixture-of-experts-llm", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-br3ady-minimoe-s24", "kind": "repo", "label": "Br3ady/MiniMoe_S24", "url": "https://github.com/Br3ady/MiniMoe_S24", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-dallasn-superdome", "kind": "repo", "label": "dallasn/superdome", "url": "https://github.com/dallasn/superdome", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-dogukandemirci-software-engineer-moe-catalyst", "kind": "repo", "label": "dogukandemirci-software-engineer/MoE-Catalyst", "url": "https://github.com/dogukandemirci-software-engineer/MoE-Catalyst", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-deniskarediska21-basic-mixture-of-experts-llm", "kind": "repo", "label": "DeniskaRediska21/Basic_Mixture_of_Experts_LLM", "url": "https://github.com/DeniskaRediska21/Basic_Mixture_of_Experts_LLM", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-camdresie-mixture-of-experts-llm-as-judge", "kind": "repo", "label": "camdresie/Mixture-of-Experts-LLM-as-Judge", "url": "https://github.com/camdresie/Mixture-of-Experts-LLM-as-Judge", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-raman-gatech-moe-router", "kind": "repo", "label": "raman-gatech/MoE_Router", "url": "https://github.com/raman-gatech/MoE_Router", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-vignesh-v16-llm-routing-agent", "kind": "repo", "label": "Vignesh-V16/llm-routing-agent", "url": "https://github.com/Vignesh-V16/llm-routing-agent", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-siruihan2024-sub-moe", "kind": "repo", "label": "siruihan2024/Sub-MoE", "url": "https://github.com/siruihan2024/Sub-MoE", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-akicou-ream", "kind": "repo", "label": "Akicou/ream", "url": "https://github.com/Akicou/ream", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-zhuzilin-ring-flash-attention", "kind": "repo", "label": "zhuzilin/ring-flash-attention", "url": "https://github.com/zhuzilin/ring-flash-attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-lucidrains-ring-attention-pytorch", "kind": "repo", "label": "lucidrains/ring-attention-pytorch", "url": "https://github.com/lucidrains/ring-attention-pytorch", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-gpu-mode-ring-attention", "kind": "repo", "label": "gpu-mode/ring-attention", "url": "https://github.com/gpu-mode/ring-attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-respaired-rifornet-vocoder", "kind": "repo", "label": "Respaired/RiFornet_Vocoder", "url": "https://github.com/Respaired/RiFornet_Vocoder", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-66ring-ring-attention-pytorch", "kind": "repo", "label": "66RING/ring-attention-pytorch", "url": "https://github.com/66RING/ring-attention-pytorch", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-ji-huazhong-ring-attention-ascend", "kind": "repo", "label": "ji-huazhong/ring-attention-ascend", "url": "https://github.com/ji-huazhong/ring-attention-ascend", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-mgmalek-ring-attention", "kind": "repo", "label": "mgmalek/ring-attention", "url": "https://github.com/mgmalek/ring-attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-mindintels-awesome-flash-attention", "kind": "repo", "label": "MindIntels/awesome_flash_attention", "url": "https://github.com/MindIntels/awesome_flash_attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-therainstorm-interleaved-ring-attention", "kind": "repo", "label": "TheRainstorm/interleaved-ring-attention", "url": "https://github.com/TheRainstorm/interleaved-ring-attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-ykcombat-ringattention", "kind": "repo", "label": "ykcombat/RingAttention", "url": "https://github.com/ykcombat/RingAttention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-h1ppox99-ring-attention", "kind": "repo", "label": "h1ppox99/ring-attention", "url": "https://github.com/h1ppox99/ring-attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-denemmy-ring-attention", "kind": "repo", "label": "denemmy/ring-attention", "url": "https://github.com/denemmy/ring-attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-kim-eungseo-ring-attention", "kind": "repo", "label": "Kim-Eungseo/ring-attention", "url": "https://github.com/Kim-Eungseo/ring-attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-techthiyanes-ring-offload-memory-efficient-xformers", "kind": "repo", "label": "techthiyanes/ring-offload-memory-efficient-xformers", "url": "https://github.com/techthiyanes/ring-offload-memory-efficient-xformers", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-dtunai-ring-attention-jax", "kind": "repo", "label": "dtunai/Ring-Attention-Jax", "url": "https://github.com/dtunai/Ring-Attention-Jax", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-anhtuandev-04-ring-attention-pytorch", "kind": "repo", "label": "anhtuandev-04/ring-attention-pytorch", "url": "https://github.com/anhtuandev-04/ring-attention-pytorch", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-yuanyue-yangtutu-recovery-ring-attention", "kind": "repo", "label": "yuanyue-yangtutu/recovery-ring-attention", "url": "https://github.com/yuanyue-yangtutu/recovery-ring-attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-dardamarzbali-ring-attention-pytorch", "kind": "repo", "label": "dardaMarzbali/ring-attention-pytorch", "url": "https://github.com/dardaMarzbali/ring-attention-pytorch", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-3429495086-ring-attention-benchmark", "kind": "repo", "label": "3429495086/ring-attention-benchmark", "url": "https://github.com/3429495086/ring-attention-benchmark", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-gindachen-ring-attention-pytorch", "kind": "repo", "label": "GindaChen/ring-attention-pytorch", "url": "https://github.com/GindaChen/ring-attention-pytorch", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-zhziszz-dllm", "kind": "repo", "label": "ZHZisZZ/dllm", "url": "https://github.com/ZHZisZZ/dllm", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-dreamlm-dream", "kind": "repo", "label": "DreamLM/Dream", "url": "https://github.com/DreamLM/Dream", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-kuleshov-group-mdlm", "kind": "repo", "label": "kuleshov-group/mdlm", "url": "https://github.com/kuleshov-group/mdlm", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-alpha-vllm-lumina-dimoo", "kind": "repo", "label": "Alpha-VLLM/Lumina-DiMOO", "url": "https://github.com/Alpha-VLLM/Lumina-DiMOO", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-kuleshov-group-bd3lms", "kind": "repo", "label": "kuleshov-group/bd3lms", "url": "https://github.com/kuleshov-group/bd3lms", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-inclusionai-dinfer", "kind": "repo", "label": "inclusionAI/dInfer", "url": "https://github.com/inclusionAI/dInfer", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-guidelabs-steerling", "kind": "repo", "label": "guidelabs/steerling", "url": "https://github.com/guidelabs/steerling", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-gen-verse-mmada", "kind": "repo", "label": "Gen-Verse/MMaDA", "url": "https://github.com/Gen-Verse/MMaDA", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-radicalnumerics-rnd1", "kind": "repo", "label": "RadicalNumerics/RND1", "url": "https://github.com/RadicalNumerics/RND1", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-vila-lab-awesome-dlms", "kind": "repo", "label": "VILA-Lab/Awesome-DLMs", "url": "https://github.com/VILA-Lab/Awesome-DLMs", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-pengzhangzhi-open-dllm", "kind": "repo", "label": "pengzhangzhi/Open-dLLM", "url": "https://github.com/pengzhangzhi/Open-dLLM", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-hkunlp-diffullama", "kind": "repo", "label": "HKUNLP/DiffuLLaMA", "url": "https://github.com/HKUNLP/DiffuLLaMA", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-ml-gsai-diffusion-llm-papers", "kind": "repo", "label": "ML-GSAI/Diffusion-LLM-Papers", "url": "https://github.com/ML-GSAI/Diffusion-LLM-Papers", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-inclusionai-llada2-x", "kind": "repo", "label": "inclusionAI/LLaDA2.X", "url": "https://github.com/inclusionAI/LLaDA2.X", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-lukas-xue-nanollada", "kind": "repo", "label": "Lukas-Xue/nanoLLaDA", "url": "https://github.com/Lukas-Xue/nanoLLaDA", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-horseee-dkv-cache", "kind": "repo", "label": "horseee/dKV-Cache", "url": "https://github.com/horseee/dKV-Cache", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-jacklishufan-lavida", "kind": "repo", "label": "jacklishufan/LaViDa", "url": "https://github.com/jacklishufan/LaViDa", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-jetastra-sdar", "kind": "repo", "label": "JetAstra/SDAR", "url": "https://github.com/JetAstra/SDAR", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-dreamlm-dreamon", "kind": "repo", "label": "DreamLM/DreamOn", "url": "https://github.com/DreamLM/DreamOn", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-tencent-wedlm", "kind": "repo", "label": "Tencent/WeDLM", "url": "https://github.com/Tencent/WeDLM", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-prasannakotyal-flash-attention-cuda", "kind": "repo", "label": "prasannakotyal/flash-attention-cuda", "url": "https://github.com/prasannakotyal/flash-attention-cuda", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-danqi7-flash-attention-cuda", "kind": "repo", "label": "Danqi7/flash-attention-cuda", "url": "https://github.com/Danqi7/flash-attention-cuda", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-bias92-flash-attention-cuda", "kind": "repo", "label": "Bias92/flash-attention-cuda", "url": "https://github.com/Bias92/flash-attention-cuda", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-guohaojiee-flashattention-cuda", "kind": "repo", "label": "GuoHaojiee/FlashAttention_CUDA", "url": "https://github.com/GuoHaojiee/FlashAttention_CUDA", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-srikdhruv-flashattention-cuda", "kind": "repo", "label": "srikdhruv/FlashAttention-CUDA", "url": "https://github.com/srikdhruv/FlashAttention-CUDA", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-codingwithshawnyt-flashattention-cuda", "kind": "repo", "label": "codingwithshawnyt/FlashAttention-CUDA", "url": "https://github.com/codingwithshawnyt/FlashAttention-CUDA", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-nathan-anh-tran-flashattention-cuda", "kind": "repo", "label": "nathan-anh-tran/FlashAttention-CUDA", "url": "https://github.com/nathan-anh-tran/FlashAttention-CUDA", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-tusharbiswas10-flashattention-cuda", "kind": "repo", "label": "tusharbiswas10/FlashAttention_CUDA", "url": "https://github.com/tusharbiswas10/FlashAttention_CUDA", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-hankwang-wl-minimal-flashattention-cuda", "kind": "repo", "label": "HankWang-WL/Minimal-FlashAttention-CUDA", "url": "https://github.com/HankWang-WL/Minimal-FlashAttention-CUDA", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-sreeram-revoori-flashattention-cuda-kernel-from-scratch", "kind": "repo", "label": "sreeram-revoori/FlashAttention-CUDA-Kernel-from-Scratch", "url": "https://github.com/sreeram-revoori/FlashAttention-CUDA-Kernel-from-Scratch", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-jmunetong-flash-attention-cuda", "kind": "repo", "label": "jmunetong/Flash-Attention-CUDA-", "url": "https://github.com/jmunetong/Flash-Attention-CUDA-", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-agupt0318-flash-attention-cuda", "kind": "repo", "label": "agupt0318/flash-attention-cuda", "url": "https://github.com/agupt0318/flash-attention-cuda", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-shrvan30-flash-attention-cuda", "kind": "repo", "label": "shrvan30/flash-attention-cuda", "url": "https://github.com/shrvan30/flash-attention-cuda", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-yixiaoer-flash-attention-cuda", "kind": "repo", "label": "yixiaoer/flash-attention-cuda", "url": "https://github.com/yixiaoer/flash-attention-cuda", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-s-samchenko-flash-attention-cuda", "kind": "repo", "label": "s-samchenko/flash_attention_cuda", "url": "https://github.com/s-samchenko/flash_attention_cuda", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-eyasushiferaw-flash-attention-cuda", "kind": "repo", "label": "EyasuShiferaw/Flash-Attention-CUDA-", "url": "https://github.com/EyasuShiferaw/Flash-Attention-CUDA-", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-gradientsj-flash-attention-cuda", "kind": "repo", "label": "gradientsj/flash-attention-cuda", "url": "https://github.com/gradientsj/flash-attention-cuda", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-athralk-flash-attention-cuda", "kind": "repo", "label": "athralk/flash-attention-cuda", "url": "https://github.com/athralk/flash-attention-cuda", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-naveedprojects-flash-attention-cuda", "kind": "repo", "label": "naveedprojects/flash-attention-cuda", "url": "https://github.com/naveedprojects/flash-attention-cuda", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-456564-flash-attention-cuda", "kind": "repo", "label": "456564/flash-attention-cuda", "url": "https://github.com/456564/flash-attention-cuda", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-sarthakyadav-audio-mamba-official", "kind": "repo", "label": "SarthakYadav/audio-mamba-official", "url": "https://github.com/SarthakYadav/audio-mamba-official", "source": "github", "axis": "ssm", "layer": 0}
{"type": "node", "id": "repo-xinguang-minimamba", "kind": "repo", "label": "Xinguang/MiniMamba", "url": "https://github.com/Xinguang/MiniMamba", "source": "github", "axis": "ssm", "layer": 0}
{"type": "node", "id": "repo-bond1995-markov-mamba", "kind": "repo", "label": "Bond1995/Markov-Mamba", "url": "https://github.com/Bond1995/Markov-Mamba", "source": "github", "axis": "ssm", "layer": 0}
{"type": "node", "id": "repo-tamlhp-awesome-mamba-ts", "kind": "repo", "label": "tamlhp/awesome-mamba-ts", "url": "https://github.com/tamlhp/awesome-mamba-ts", "source": "github", "axis": "ssm", "layer": 0}
{"type": "node", "id": "repo-byan3sam-mamba-gpu-acceleration", "kind": "repo", "label": "byan3sam/Mamba-GPU-Acceleration", "url": "https://github.com/byan3sam/Mamba-GPU-Acceleration", "source": "github", "axis": "ssm", "layer": 0}
{"type": "node", "id": "repo-polyudavid-ssf-mamba-selective-state-space-fusion-for-occlusion-resilient-pedest", "kind": "repo", "label": "PolyUDavid/SSF-Mamba-Selective-State-Space-Fusion-for-Occlusion-Resilient-Pedestrian-Prioritization", "url": "https://github.com/PolyUDavid/SSF-Mamba-Selective-State-Space-Fusion-for-Occlusion-Resilient-Pedestrian-Prioritization", "source": "github", "axis": "ssm", "layer": 0}
{"type": "node", "id": "repo-yannpointud-daikoku", "kind": "repo", "label": "yannpointud/Daikoku", "url": "https://github.com/yannpointud/Daikoku", "source": "github", "axis": "ssm", "layer": 0}
{"type": "node", "id": "repo-leatun-mamba-cpp", "kind": "repo", "label": "leatun/Mamba_CPP", "url": "https://github.com/leatun/Mamba_CPP", "source": "github", "axis": "ssm", "layer": 0}
{"type": "node", "id": "repo-rooshmica-nlp-neural-network-architectures-research", "kind": "repo", "label": "rooshmica/NLP-Neural-Network-Architectures-Research-", "url": "https://github.com/rooshmica/NLP-Neural-Network-Architectures-Research-", "source": "github", "axis": "ssm", "layer": 0}
{"type": "node", "id": "repo-fahd-8-mamba-from-scratch", "kind": "repo", "label": "Fahd-8/mamba-from-scratch-", "url": "https://github.com/Fahd-8/mamba-from-scratch-", "source": "github", "axis": "ssm", "layer": 0}
{"type": "node", "id": "repo-ekirimlioglu-canes", "kind": "repo", "label": "ekirimlioglu/CANES", "url": "https://github.com/ekirimlioglu/CANES", "source": "github", "axis": "ssm", "layer": 0}
{"type": "node", "id": "repo-ssdhoka06-migrainemamba", "kind": "repo", "label": "ssdhoka06/MigraineMamba", "url": "https://github.com/ssdhoka06/MigraineMamba", "source": "github", "axis": "ssm", "layer": 0}
{"type": "node", "id": "repo-rahul-14507-mellm", "kind": "repo", "label": "Rahul-14507/MELLM", "url": "https://github.com/Rahul-14507/MELLM", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-ashworks1706-kaelum", "kind": "repo", "label": "ashworks1706/kaelum", "url": "https://github.com/ashworks1706/kaelum", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-sh1v-ansh-moe-router", "kind": "repo", "label": "sh1v-ansh/moe-router", "url": "https://github.com/sh1v-ansh/moe-router", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-jakub1m-chess-engine-gnn", "kind": "repo", "label": "jakub1m/chess-engine-gnn", "url": "https://github.com/jakub1m/chess-engine-gnn", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-fatihsoysalcom-mixture-of-experts-routing-simulation", "kind": "repo", "label": "fatihsoysalcom/mixture-of-experts-routing-simulation", "url": "https://github.com/fatihsoysalcom/mixture-of-experts-routing-simulation", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-ilyalasy-routerinterp", "kind": "repo", "label": "ilyalasy/routerinterp", "url": "https://github.com/ilyalasy/routerinterp", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-noeflandre-moe-routing-algorithm", "kind": "repo", "label": "NoeFlandre/moe-routing-algorithm", "url": "https://github.com/NoeFlandre/moe-routing-algorithm", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-sharmax-vikas-moe-router", "kind": "repo", "label": "sharmax-vikas/moe-router", "url": "https://github.com/sharmax-vikas/moe-router", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-guangxiangdebizi-dynamic-moe-reading-notes", "kind": "repo", "label": "guangxiangdebizi/dynamic-moe-reading-notes", "url": "https://github.com/guangxiangdebizi/dynamic-moe-reading-notes", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-cameronsjo-agent-pool", "kind": "repo", "label": "cameronsjo/agent-pool", "url": "https://github.com/cameronsjo/agent-pool", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-joaz94-larp-protocol", "kind": "repo", "label": "JoaZ94/larp-protocol", "url": "https://github.com/JoaZ94/larp-protocol", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-chaosmethod-mdea-control-architecture", "kind": "repo", "label": "chaosmethod/MDEA-control-architecture", "url": "https://github.com/chaosmethod/MDEA-control-architecture", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-jxsh341-dyna-run", "kind": "repo", "label": "jxsh341/dyna-run", "url": "https://github.com/jxsh341/dyna-run", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-bl4ckd09-moe-routing-simulator", "kind": "repo", "label": "Bl4ckd09/moe-routing-simulator", "url": "https://github.com/Bl4ckd09/moe-routing-simulator", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-minerva07-modular-vision-based-multi-task-learning-for-diabetic-retinopathy-anal", "kind": "repo", "label": "Minerva07/Modular-Vision-Based-Multi-Task-Learning-for-Diabetic-Retinopathy-Analysis-", "url": "https://github.com/Minerva07/Modular-Vision-Based-Multi-Task-Learning-for-Diabetic-Retinopathy-Analysis-", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-rfwalsh1998-token-adaptive-hybrid-ssm-attention-with-state-informed-sparse-moe-p", "kind": "repo", "label": "Rfwalsh1998/Token-Adaptive-Hybrid-SSM-Attention-with-State-Informed-Sparse-MoE-Public-Domain", "url": "https://github.com/Rfwalsh1998/Token-Adaptive-Hybrid-SSM-Attention-with-State-Informed-Sparse-MoE-Public-Domain", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-deepseek-ai-flashmla", "kind": "repo", "label": "deepseek-ai/FlashMLA", "url": "https://github.com/deepseek-ai/FlashMLA", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-ambisinister-mla-experiments", "kind": "repo", "label": "ambisinister/mla-experiments", "url": "https://github.com/ambisinister/mla-experiments", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-jt-ushio-mha2mla", "kind": "repo", "label": "JT-Ushio/MHA2MLA", "url": "https://github.com/JT-Ushio/MHA2MLA", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-joey00072-multi-head-latent-attention-mla", "kind": "repo", "label": "joey00072/Multi-Head-Latent-Attention-MLA-", "url": "https://github.com/joey00072/Multi-Head-Latent-Attention-MLA-", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-junfanz1-minigpt-and-deepseek-mla-multi-head-latent-attention", "kind": "repo", "label": "junfanz1/MiniGPT-and-DeepSeek-MLA-Multi-Head-Latent-Attention", "url": "https://github.com/junfanz1/MiniGPT-and-DeepSeek-MLA-Multi-Head-Latent-Attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-bet0x-transmla-converter", "kind": "repo", "label": "bet0x/transmla-converter", "url": "https://github.com/bet0x/transmla-converter", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-sailkiki-mla", "kind": "repo", "label": "Sailkiki/MLA", "url": "https://github.com/Sailkiki/MLA", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-aarambhdevhub-apex-1", "kind": "repo", "label": "AarambhDevHub/APEX-1", "url": "https://github.com/AarambhDevHub/APEX-1", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-sshkhr-mla-pytorch", "kind": "repo", "label": "sshkhr/mla-pytorch", "url": "https://github.com/sshkhr/mla-pytorch", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-bonginn-vlm-mla", "kind": "repo", "label": "bonginn/vlm-mla", "url": "https://github.com/bonginn/vlm-mla", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-thomaschlt-mla-c", "kind": "repo", "label": "thomaschlt/mla.c", "url": "https://github.com/thomaschlt/mla.c", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-futuremls-lab-care", "kind": "repo", "label": "FutureMLS-Lab/CARE", "url": "https://github.com/FutureMLS-Lab/CARE", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-devmanpreet5-multihead-latentattention", "kind": "repo", "label": "DevManpreet5/MultiHead_LatentAttention", "url": "https://github.com/DevManpreet5/MultiHead_LatentAttention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-qingzheng-wang-shallowmla", "kind": "repo", "label": "Qingzheng-Wang/ShallowMLA", "url": "https://github.com/Qingzheng-Wang/ShallowMLA", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-kranium2002-cacheshrink", "kind": "repo", "label": "Kranium2002/cacheshrink", "url": "https://github.com/Kranium2002/cacheshrink", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-kimtth-learn-ai-by-hand-deepseek-solution", "kind": "repo", "label": "kimtth/learn-ai-by-hand-deepseek-solution", "url": "https://github.com/kimtth/learn-ai-by-hand-deepseek-solution", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-r4unak-t4-multi-head-latent-attention", "kind": "repo", "label": "R4unak-t4/Multi-Head-Latent-Attention", "url": "https://github.com/R4unak-t4/Multi-Head-Latent-Attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-lx9182-multi-head-latent-attention", "kind": "repo", "label": "lx9182/multi-head-latent-attention", "url": "https://github.com/lx9182/multi-head-latent-attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-keeratpreetsingh-multi-head-latent-attention", "kind": "repo", "label": "keeratpreetsingh/Multi-Head-Latent-Attention", "url": "https://github.com/keeratpreetsingh/Multi-Head-Latent-Attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-azliu0-mla-poc", "kind": "repo", "label": "azliu0/mla-poc", "url": "https://github.com/azliu0/mla-poc", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-fla-org-native-sparse-attention", "kind": "repo", "label": "fla-org/native-sparse-attention", "url": "https://github.com/fla-org/native-sparse-attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-lucidrains-native-sparse-attention-pytorch", "kind": "repo", "label": "lucidrains/native-sparse-attention-pytorch", "url": "https://github.com/lucidrains/native-sparse-attention-pytorch", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-xunhaolai-native-sparse-attention-triton", "kind": "repo", "label": "XunhaoLai/native-sparse-attention-triton", "url": "https://github.com/XunhaoLai/native-sparse-attention-triton", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-relaxed-system-lab-flash-sparse-attention", "kind": "repo", "label": "Relaxed-System-Lab/Flash-Sparse-Attention", "url": "https://github.com/Relaxed-System-Lab/Flash-Sparse-Attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-mdy666-qwen-native-sparse-attention", "kind": "repo", "label": "mdy666/Qwen-Native-Sparse-Attention", "url": "https://github.com/mdy666/Qwen-Native-Sparse-Attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-dhcode-cpp-nsa-pytorch", "kind": "repo", "label": "dhcode-cpp/NSA-pytorch", "url": "https://github.com/dhcode-cpp/NSA-pytorch", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-fal-ai-community-nativesparseattention", "kind": "repo", "label": "fal-ai-community/NativeSparseAttention", "url": "https://github.com/fal-ai-community/NativeSparseAttention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-mdy666-scalable-flash-native-sparse-attention", "kind": "repo", "label": "mdy666/Scalable-Flash-Native-Sparse-Attention", "url": "https://github.com/mdy666/Scalable-Flash-Native-Sparse-Attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-tilde-research-nsa-release", "kind": "repo", "label": "tilde-research/nsa-release", "url": "https://github.com/tilde-research/nsa-release", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-a-hamdi-native-sparse-attention", "kind": "repo", "label": "a-hamdi/native-sparse-attention", "url": "https://github.com/a-hamdi/native-sparse-attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-espere-1119-song-videonsa", "kind": "repo", "label": "Espere-1119-Song/VideoNSA", "url": "https://github.com/Espere-1119-Song/VideoNSA", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-yukavio-nsa", "kind": "repo", "label": "yukavio/nsa", "url": "https://github.com/yukavio/nsa", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-shreyashkar-ml-native-sparse-attention", "kind": "repo", "label": "shreyashkar-ml/native_sparse_attention", "url": "https://github.com/shreyashkar-ml/native_sparse_attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-andrewboessen-cuda-native-sparse-attention", "kind": "repo", "label": "AndrewBoessen/cuda-native-sparse-attention", "url": "https://github.com/AndrewBoessen/cuda-native-sparse-attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-zeroagi-nsa-pytorch", "kind": "repo", "label": "ZeroAGI/NSA-pytorch", "url": "https://github.com/ZeroAGI/NSA-pytorch", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-yuan-manx-nativesparseattention-pytorch", "kind": "repo", "label": "Yuan-ManX/NativeSparseAttention-PyTorch", "url": "https://github.com/Yuan-ManX/NativeSparseAttention-PyTorch", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-harleycoops-nativesparseattention", "kind": "repo", "label": "HarleyCoops/NativeSparseAttention", "url": "https://github.com/HarleyCoops/NativeSparseAttention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-gaspardbd-nativesparseattention", "kind": "repo", "label": "gaspardbd/NativeSparseAttention", "url": "https://github.com/gaspardbd/NativeSparseAttention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-jyroy-native-sparse-attention", "kind": "repo", "label": "JYRoy/native-sparse-attention", "url": "https://github.com/JYRoy/native-sparse-attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-pow9791-native-sparse-attention", "kind": "repo", "label": "pow9791/native-sparse-attention", "url": "https://github.com/pow9791/native-sparse-attention", "source": "github", "axis": "attention", "layer": 0}
{"type": "node", "id": "repo-rajveer43-titan-transformer", "kind": "repo", "label": "rajveer43/titan_transformer", "url": "https://github.com/rajveer43/titan_transformer", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-codewithdark-git-titans-transformer", "kind": "repo", "label": "codewithdark-git/titans-transformer", "url": "https://github.com/codewithdark-git/titans-transformer", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-ddl-wasanthag-titan-on-domino", "kind": "repo", "label": "ddl-wasanthag/TITAN_on_Domino", "url": "https://github.com/ddl-wasanthag/TITAN_on_Domino", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-cd-rajveer-titans-transformer", "kind": "repo", "label": "CD-rajveer/titans_transformer", "url": "https://github.com/CD-rajveer/titans_transformer", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-exveria1015-mac-titans-transformer", "kind": "repo", "label": "exveria1015/mac_titans_transformer", "url": "https://github.com/exveria1015/mac_titans_transformer", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-kyleliang919-long-context-transformers", "kind": "repo", "label": "kyleliang919/Long-context-transformers", "url": "https://github.com/kyleliang919/Long-context-transformers", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-feifeibear-long-context-attention", "kind": "repo", "label": "feifeibear/long-context-attention", "url": "https://github.com/feifeibear/long-context-attention", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-thuml-timer-xl", "kind": "repo", "label": "thuml/Timer-XL", "url": "https://github.com/thuml/Timer-XL", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-arnavdantuluri-long-context-transformers", "kind": "repo", "label": "arnavdantuluri/long-context-transformers", "url": "https://github.com/arnavdantuluri/long-context-transformers", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-vilmarzti-long-context-transformers", "kind": "repo", "label": "vilmarzti/long_context_transformers", "url": "https://github.com/vilmarzti/long_context_transformers", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-malikatlas-kpi-aware-financial-summarization-long-context-transformers", "kind": "repo", "label": "Malikatlas/KPI-Aware-Financial-Summarization-Long-Context-Transformers", "url": "https://github.com/Malikatlas/KPI-Aware-Financial-Summarization-Long-Context-Transformers", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-khannbilal-legal-document-qa-with-long-context-transformers", "kind": "repo", "label": "khannbilal/LEGAL-DOCUMENT-QA-WITH-LONG-CONTEXT-TRANSFORMERS", "url": "https://github.com/khannbilal/LEGAL-DOCUMENT-QA-WITH-LONG-CONTEXT-TRANSFORMERS", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-js-hwang1-bridge-aware-kv-cache-eviction-for-efficient-long-context-transformers", "kind": "repo", "label": "Js-Hwang1/Bridge-Aware-KV-Cache-Eviction-for-Efficient-Long-Context-Transformers", "url": "https://github.com/Js-Hwang1/Bridge-Aware-KV-Cache-Eviction-for-Efficient-Long-Context-Transformers", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-zitacron-cron-root-attention", "kind": "repo", "label": "zitacron/cron-root-attention", "url": "https://github.com/zitacron/cron-root-attention", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-vishesh711-development-of-a-long-context-transformer-within-rag-for-enhanced-doc", "kind": "repo", "label": "vishesh711/Development-of-a-Long-Context-Transformer-within-RAG-for-Enhanced-Document-Understanding", "url": "https://github.com/vishesh711/Development-of-a-Long-Context-Transformer-within-RAG-for-Enhanced-Document-Understanding", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-phuocdang2104-xai-faithfulness-finance-transformer", "kind": "repo", "label": "PhuocDang2104/XAi-faithfulness-finance-transformer", "url": "https://github.com/PhuocDang2104/XAi-faithfulness-finance-transformer", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-nayvidtechnology-spectral-attention", "kind": "repo", "label": "nayvidtechnology/spectral-attention", "url": "https://github.com/nayvidtechnology/spectral-attention", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-comsa33-ehpc-research", "kind": "repo", "label": "comsa33/ehpc-research", "url": "https://github.com/comsa33/ehpc-research", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-learnmernprojects-aims-importance-aware-multi-document-news-summarization", "kind": "repo", "label": "LearnMernProjects/AIMS-Importance-Aware-Multi-Document-News-Summarization", "url": "https://github.com/LearnMernProjects/AIMS-Importance-Aware-Multi-Document-News-Summarization", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-manishklach-ghostkv-lab", "kind": "repo", "label": "manishklach/ghostkv-lab", "url": "https://github.com/manishklach/ghostkv-lab", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-amgrobelnik-ai-invention-99ce66-girth-optimized-sparse-attention-for-mul", "kind": "repo", "label": "AMGrobelnik/ai-invention-99ce66-girth-optimized-sparse-attention-for-mul", "url": "https://github.com/AMGrobelnik/ai-invention-99ce66-girth-optimized-sparse-attention-for-mul", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-kantkrishan0206-crypto-memory-efficient-preference-optimization-runtime", "kind": "repo", "label": "kantkrishan0206-crypto/-Memory-Efficient-Preference-Optimization-Runtime", "url": "https://github.com/kantkrishan0206-crypto/-Memory-Efficient-Preference-Optimization-Runtime", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-kiloware-artifact-kiloware", "kind": "repo", "label": "kiloware-artifact/KiloWare", "url": "https://github.com/kiloware-artifact/KiloWare", "source": "github", "axis": "titans", "layer": 0}
{"type": "node", "id": "repo-exo-explore-mlx-bitnet", "kind": "repo", "label": "exo-explore/mlx-bitnet", "url": "https://github.com/exo-explore/mlx-bitnet", "source": "github", "axis": "ternary", "layer": 0}
{"type": "node", "id": "repo-wenlun-zhang-bitrom", "kind": "repo", "label": "Wenlun-Zhang/BitROM", "url": "https://github.com/Wenlun-Zhang/BitROM", "source": "github", "axis": "ternary", "layer": 0}
{"type": "node", "id": "repo-xie-1399-llm-accelerator", "kind": "repo", "label": "xie-1399/LLM-Accelerator", "url": "https://github.com/xie-1399/LLM-Accelerator", "source": "github", "axis": "ternary", "layer": 0}
{"type": "node", "id": "repo-heyross-tauchip", "kind": "repo", "label": "heyross/Tauchip", "url": "https://github.com/heyross/Tauchip", "source": "github", "axis": "ternary", "layer": 0}
{"type": "node", "id": "repo-brainlessboy-bitnet", "kind": "repo", "label": "brainlessboy/BitNet", "url": "https://github.com/brainlessboy/BitNet", "source": "github", "axis": "ternary", "layer": 0}
{"type": "node", "id": "repo-kevin-li-2025-bitnet-1p58b-experiments", "kind": "repo", "label": "Kevin-Li-2025/bitnet-1p58b-experiments", "url": "https://github.com/Kevin-Li-2025/bitnet-1p58b-experiments", "source": "github", "axis": "ternary", "layer": 0}
{"type": "node", "id": "repo-emiluzelac-ternary-bonsai-webgpu", "kind": "repo", "label": "emiluzelac/ternary-bonsai-webgpu", "url": "https://github.com/emiluzelac/ternary-bonsai-webgpu", "source": "github", "axis": "ternary", "layer": 0}
{"type": "node", "id": "repo-p14162008-bitnet-triton", "kind": "repo", "label": "p14162008/bitnet-triton", "url": "https://github.com/p14162008/bitnet-triton", "source": "github", "axis": "ternary", "layer": 0}
{"type": "node", "id": "repo-spinal-cord-llm-2-bit-inference-kernel", "kind": "repo", "label": "spinal-cord/llm-2-bit-inference-kernel", "url": "https://github.com/spinal-cord/llm-2-bit-inference-kernel", "source": "github", "axis": "ternary", "layer": 0}
{"type": "node", "id": "repo-floatingcomet62-1-58bitllm", "kind": "repo", "label": "FloatingComet62/1.58bitLLM", "url": "https://github.com/FloatingComet62/1.58bitLLM", "source": "github", "axis": "ternary", "layer": 0}
{"type": "node", "id": "repo-devetak-1-58bitllm", "kind": "repo", "label": "Devetak/1.58bitLLM", "url": "https://github.com/Devetak/1.58bitLLM", "source": "github", "axis": "ternary", "layer": 0}
{"type": "node", "id": "repo-amiri1i-persian-1-58bit-llm", "kind": "repo", "label": "Amiri1i/Persian-1.58bit-LLM", "url": "https://github.com/Amiri1i/Persian-1.58bit-LLM", "source": "github", "axis": "ternary", "layer": 0}
{"type": "node", "id": "repo-vpragadeesh-1-58-bit-llm-250m", "kind": "repo", "label": "Vpragadeesh/1.58-bit-LLM-250M", "url": "https://github.com/Vpragadeesh/1.58-bit-LLM-250M", "source": "github", "axis": "ternary", "layer": 0}
{"type": "node", "id": "repo-rahulh0018-1-58-bit-llm-sentiment-analysis", "kind": "repo", "label": "RahulH0018/1.58-Bit-LLM-Sentiment-Analysis", "url": "https://github.com/RahulH0018/1.58-Bit-LLM-Sentiment-Analysis", "source": "github", "axis": "ternary", "layer": 0}
{"type": "node", "id": "repo-revanthraj28-1-58-bit-llm-sentiment-analysis", "kind": "repo", "label": "revanthraj28/1.58-Bit-LLM-Sentiment-Analysis", "url": "https://github.com/revanthraj28/1.58-Bit-LLM-Sentiment-Analysis", "source": "github", "axis": "ternary", "layer": 0}
{"type": "node", "id": "repo-walthunter-1-58-bit-llm-sentiment-analysis", "kind": "repo", "label": "WaltHunter/1.58-bit-LLM-sentiment-analysis", "url": "https://github.com/WaltHunter/1.58-bit-LLM-sentiment-analysis", "source": "github", "axis": "ternary", "layer": 0}
{"type": "node", "id": "repo-vpragadeesh-1-58-bit-llm-trubo-quant", "kind": "repo", "label": "Vpragadeesh/1.58-bit-LLM-Trubo-Quant", "url": "https://github.com/Vpragadeesh/1.58-bit-LLM-Trubo-Quant", "source": "github", "axis": "ternary", "layer": 0}
{"type": "node", "id": "repo-ak1027-arvix-1-58bit-llm-implementation", "kind": "repo", "label": "Ak1027/Arvix-1.58Bit-LLM-Implementation", "url": "https://github.com/Ak1027/Arvix-1.58Bit-LLM-Implementation", "source": "github", "axis": "ternary", "layer": 0}
{"type": "node", "id": "repo-shank4034-1-58-bit-llm-sentiment-analysis", "kind": "repo", "label": "Shank4034/1.58-Bit-LLM-sentiment-analysis", "url": "https://github.com/Shank4034/1.58-Bit-LLM-sentiment-analysis", "source": "github", "axis": "ternary", "layer": 0}
{"type": "node", "id": "repo-leszkolukasz-training-1-58bit-llms-via-distillation", "kind": "repo", "label": "leszkolukasz/training-1.58bit-llms-via-distillation", "url": "https://github.com/leszkolukasz/training-1.58bit-llms-via-distillation", "source": "github", "axis": "ternary", "layer": 0}
{"type": "node", "id": "repo-ielab-starbucks", "kind": "repo", "label": "ielab/Starbucks", "url": "https://github.com/ielab/Starbucks", "source": "github", "axis": "matryoshka", "layer": 0}
{"type": "node", "id": "repo-otereshin-matryoshka-quantization-analysis", "kind": "repo", "label": "otereshin/matryoshka-quantization-analysis", "url": "https://github.com/otereshin/matryoshka-quantization-analysis", "source": "github", "axis": "matryoshka", "layer": 0}
{"type": "node", "id": "repo-cartisien-extensa", "kind": "repo", "label": "Cartisien/extensa", "url": "https://github.com/Cartisien/extensa", "source": "github", "axis": "matryoshka", "layer": 0}
{"type": "node", "id": "repo-tensorchord-pgvecto-rs-matryoshka-embeddings-benchmark", "kind": "repo", "label": "tensorchord/pgvecto.rs-matryoshka-embeddings-benchmark", "url": "https://github.com/tensorchord/pgvecto.rs-matryoshka-embeddings-benchmark", "source": "github", "axis": "matryoshka", "layer": 0}
{"type": "node", "id": "repo-intuition-labs-llc-ix-search", "kind": "repo", "label": "Intuition-Labs-LLC/ix-search", "url": "https://github.com/Intuition-Labs-LLC/ix-search", "source": "github", "axis": "matryoshka", "layer": 0}
{"type": "node", "id": "repo-j2whiting-wiki-contextual-bandit", "kind": "repo", "label": "j2whiting/wiki_contextual_bandit", "url": "https://github.com/j2whiting/wiki_contextual_bandit", "source": "github", "axis": "matryoshka", "layer": 0}
{"type": "node", "id": "repo-phoenix-assistant-embedding-compression-library", "kind": "repo", "label": "phoenix-assistant/embedding-compression-library", "url": "https://github.com/phoenix-assistant/embedding-compression-library", "source": "github", "axis": "matryoshka", "layer": 0}
{"type": "node", "id": "repo-bhautikpatel7-matryoshka-embeddings", "kind": "repo", "label": "BhautikPatel7/matryoshka_embeddings", "url": "https://github.com/BhautikPatel7/matryoshka_embeddings", "source": "github", "axis": "matryoshka", "layer": 0}
{"type": "node", "id": "repo-nickprock-matryoshka-embeddings", "kind": "repo", "label": "nickprock/matryoshka-embeddings", "url": "https://github.com/nickprock/matryoshka-embeddings", "source": "github", "axis": "matryoshka", "layer": 0}
{"type": "node", "id": "repo-nis12ram-mrl-and-binary-embeddings", "kind": "repo", "label": "nis12ram/mrl_and_binary_embeddings", "url": "https://github.com/nis12ram/mrl_and_binary_embeddings", "source": "github", "axis": "matryoshka", "layer": 0}
{"type": "node", "id": "repo-abdullahhrashid-elastic-matryoshka-embeddings", "kind": "repo", "label": "abdullahhrashid/elastic-matryoshka-embeddings", "url": "https://github.com/abdullahhrashid/elastic-matryoshka-embeddings", "source": "github", "axis": "matryoshka", "layer": 0}
{"type": "node", "id": "repo-jonathan-politzki-shared-matryoshka", "kind": "repo", "label": "jonathan-politzki/shared-matryoshka", "url": "https://github.com/jonathan-politzki/shared-matryoshka", "source": "github", "axis": "matryoshka", "layer": 0}
{"type": "node", "id": "repo-agilemeshnet-foveation", "kind": "repo", "label": "agilemeshnet/foveation", "url": "https://github.com/agilemeshnet/foveation", "source": "github", "axis": "matryoshka", "layer": 0}
{"type": "node", "id": "repo-yuce-finetune-embedding-model", "kind": "repo", "label": "yuce/finetune-embedding-model", "url": "https://github.com/yuce/finetune-embedding-model", "source": "github", "axis": "matryoshka", "layer": 0}
{"type": "node", "id": "repo-cadenshokat-aws-rag-embeddings", "kind": "repo", "label": "cadenshokat/aws-rag-embeddings", "url": "https://github.com/cadenshokat/aws-rag-embeddings", "source": "github", "axis": "matryoshka", "layer": 0}
{"type": "node", "id": "repo-brendanjameslynskey-rag-01-embedding-models", "kind": "repo", "label": "BrendanJamesLynskey/RAG_01_Embedding_Models", "url": "https://github.com/BrendanJamesLynskey/RAG_01_Embedding_Models", "source": "github", "axis": "matryoshka", "layer": 0}
{"type": "node", "id": "repo-katrina-lawrence-hierarchical-embeddings", "kind": "repo", "label": "katrina-lawrence/hierarchical_embeddings", "url": "https://github.com/katrina-lawrence/hierarchical_embeddings", "source": "github", "axis": "matryoshka", "layer": 0}
{"type": "node", "id": "repo-hadronomy-canary", "kind": "repo", "label": "hadronomy/canary", "url": "https://github.com/hadronomy/canary", "source": "github", "axis": "matryoshka", "layer": 0}
{"type": "node", "id": "repo-puneet15556-rag-advance", "kind": "repo", "label": "Puneet15556/RAG_ADVANCE", "url": "https://github.com/Puneet15556/RAG_ADVANCE", "source": "github", "axis": "matryoshka", "layer": 0}
{"type": "node", "id": "repo-raymin0223-mixture-of-recursions", "kind": "repo", "label": "raymin0223/mixture_of_recursions", "url": "https://github.com/raymin0223/mixture_of_recursions", "source": "github", "axis": "mor", "layer": 0}
{"type": "node", "id": "repo-singhabhinav04-mixture-of-recursions", "kind": "repo", "label": "SinghAbhinav04/Mixture_Of_Recursions", "url": "https://github.com/SinghAbhinav04/Mixture_Of_Recursions", "source": "github", "axis": "mor", "layer": 0}
{"type": "node", "id": "repo-deyvitt-mor", "kind": "repo", "label": "deyvitt/MoR", "url": "https://github.com/deyvitt/MoR", "source": "github", "axis": "mor", "layer": 0}
{"type": "node", "id": "repo-mingo-wu1-mixture-of-recursions", "kind": "repo", "label": "mingo-wu1/mixture_of_recursions", "url": "https://github.com/mingo-wu1/mixture_of_recursions", "source": "github", "axis": "mor", "layer": 0}
{"type": "node", "id": "repo-ratnaditya-j-mixtureofrecursions", "kind": "repo", "label": "Ratnaditya-J/MixtureOfRecursions", "url": "https://github.com/Ratnaditya-J/MixtureOfRecursions", "source": "github", "axis": "mor", "layer": 0}
{"type": "node", "id": "repo-algocrat-simplified-mor-mvp", "kind": "repo", "label": "Algocrat/simplified-MoR-mvp", "url": "https://github.com/Algocrat/simplified-MoR-mvp", "source": "github", "axis": "mor", "layer": 0}
{"type": "node", "id": "repo-jsymons3-mixture-of-recursions", "kind": "repo", "label": "jsymons3/Mixture-of-Recursions", "url": "https://github.com/jsymons3/Mixture-of-Recursions", "source": "github", "axis": "mor", "layer": 0}
{"type": "node", "id": "repo-gowtham-source-mor-llm-mixture-of-recursions-small-large-language-model", "kind": "repo", "label": "gowtham-source/MoR-LLM-Mixture-of-Recursions-Small-Large-Language-Model", "url": "https://github.com/gowtham-source/MoR-LLM-Mixture-of-Recursions-Small-Large-Language-Model", "source": "github", "axis": "mor", "layer": 0}
{"type": "node", "id": "repo-mokira3d48-mor", "kind": "repo", "label": "mokira3d48/MoR", "url": "https://github.com/mokira3d48/MoR", "source": "github", "axis": "mor", "layer": 0}
{"type": "node", "id": "repo-gbasi18-mixture-of-recursions-for-vision", "kind": "repo", "label": "gbasi18/Mixture-of-Recursions-for-Vision", "url": "https://github.com/gbasi18/Mixture-of-Recursions-for-Vision", "source": "github", "axis": "mor", "layer": 0}
{"type": "node", "id": "repo-ipariket-mor-turboquant-recursion-aware-compressed-kv-cache", "kind": "repo", "label": "ipariket/MoR-TurboQuant-Recursion-Aware-Compressed-KV-Cache", "url": "https://github.com/ipariket/MoR-TurboQuant-Recursion-Aware-Compressed-KV-Cache", "source": "github", "axis": "mor", "layer": 0}
{"type": "node", "id": "repo-htjain-mixture-of-recursions", "kind": "repo", "label": "htjain/mixture-of-recursions", "url": "https://github.com/htjain/mixture-of-recursions", "source": "github", "axis": "mor", "layer": 0}
{"type": "node", "id": "repo-gbyuvd-mo2berta-proto", "kind": "repo", "label": "gbyuvd/Mo2BERTa-proto", "url": "https://github.com/gbyuvd/Mo2BERTa-proto", "source": "github", "axis": "mor", "layer": 0}
{"type": "node", "id": "repo-marianbasti-mixture-of-recursions", "kind": "repo", "label": "marianbasti/mixture_of_recursions", "url": "https://github.com/marianbasti/mixture_of_recursions", "source": "github", "axis": "mor", "layer": 0}
{"type": "node", "id": "repo-jvanleur2234-glitch-mixture-of-recursions", "kind": "repo", "label": "jvanleur2234-glitch/mixture_of_recursions", "url": "https://github.com/jvanleur2234-glitch/mixture_of_recursions", "source": "github", "axis": "mor", "layer": 0}
{"type": "node", "id": "repo-mmprotest-mixture-of-recursions", "kind": "repo", "label": "mmprotest/mixture_of_recursions", "url": "https://github.com/mmprotest/mixture_of_recursions", "source": "github", "axis": "mor", "layer": 0}
{"type": "node", "id": "repo-bugscreator-mixture-of-recursions", "kind": "repo", "label": "bugsCreator/mixture_of_recursions", "url": "https://github.com/bugsCreator/mixture_of_recursions", "source": "github", "axis": "mor", "layer": 0}
{"type": "node", "id": "repo-airman-and-mixture-of-recursions-reproduction", "kind": "repo", "label": "airman-and/Mixture-of-Recursions-Reproduction", "url": "https://github.com/airman-and/Mixture-of-Recursions-Reproduction", "source": "github", "axis": "mor", "layer": 0}
{"type": "node", "id": "repo-rohityalavarthy-mixture-of-recursions-sandbox", "kind": "repo", "label": "Rohityalavarthy/mixture-of-recursions-sandbox", "url": "https://github.com/Rohityalavarthy/mixture-of-recursions-sandbox", "source": "github", "axis": "mor", "layer": 0}
{"type": "node", "id": "repo-gbyuvd-mo2berta-v2-proto", "kind": "repo", "label": "gbyuvd/Mo2BERTa-v2-proto", "url": "https://github.com/gbyuvd/Mo2BERTa-v2-proto", "source": "github", "axis": "mor", "layer": 0}
{"type": "node", "id": "repo-z-lab-dflash", "kind": "repo", "label": "z-lab/dflash", "url": "https://github.com/z-lab/dflash", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-deepseek-ai-deepspec", "kind": "repo", "label": "deepseek-ai/DeepSpec", "url": "https://github.com/deepseek-ai/DeepSpec", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-hemingkx-speculativedecodingpapers", "kind": "repo", "label": "hemingkx/SpeculativeDecodingPapers", "url": "https://github.com/hemingkx/SpeculativeDecodingPapers", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-sgl-project-specforge", "kind": "repo", "label": "sgl-project/SpecForge", "url": "https://github.com/sgl-project/SpecForge", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-feifeibear-llmspeculativesampling", "kind": "repo", "label": "feifeibear/LLMSpeculativeSampling", "url": "https://github.com/feifeibear/LLMSpeculativeSampling", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-tanishqkumar-ssd", "kind": "repo", "label": "tanishqkumar/ssd", "url": "https://github.com/tanishqkumar/ssd", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-bstnxbt-dflash-mlx", "kind": "repo", "label": "bstnxbt/dflash-mlx", "url": "https://github.com/bstnxbt/dflash-mlx", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-infini-ai-lab-sequoia", "kind": "repo", "label": "Infini-AI-Lab/Sequoia", "url": "https://github.com/Infini-AI-Lab/Sequoia", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-apoorvumang-prompt-lookup-decoding", "kind": "repo", "label": "apoorvumang/prompt-lookup-decoding", "url": "https://github.com/apoorvumang/prompt-lookup-decoding", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-aryagm-dflash-mlx", "kind": "repo", "label": "Aryagm/dflash-mlx", "url": "https://github.com/Aryagm/dflash-mlx", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-lightseekorg-torchspec", "kind": "repo", "label": "lightseekorg/TorchSpec", "url": "https://github.com/lightseekorg/TorchSpec", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-lucidrains-speculative-decoding", "kind": "repo", "label": "lucidrains/speculative-decoding", "url": "https://github.com/lucidrains/speculative-decoding", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-vllm-project-speculators", "kind": "repo", "label": "vllm-project/speculators", "url": "https://github.com/vllm-project/speculators", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-fasterdecoding-rest", "kind": "repo", "label": "FasterDecoding/REST", "url": "https://github.com/FasterDecoding/REST", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-smart-lty-nano-pearl", "kind": "repo", "label": "smart-lty/nano-PEARL", "url": "https://github.com/smart-lty/nano-PEARL", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-facebookresearch-layerskip", "kind": "repo", "label": "facebookresearch/LayerSkip", "url": "https://github.com/facebookresearch/LayerSkip", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-romsto-speculative-decoding", "kind": "repo", "label": "romsto/Speculative-Decoding", "url": "https://github.com/romsto/Speculative-Decoding", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-hemingkx-spec-bench", "kind": "repo", "label": "hemingkx/Spec-Bench", "url": "https://github.com/hemingkx/Spec-Bench", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-dilab-zju-self-speculative-decoding", "kind": "repo", "label": "dilab-zju/self-speculative-decoding", "url": "https://github.com/dilab-zju/self-speculative-decoding", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-njunlp-mcsd", "kind": "repo", "label": "NJUNLP/MCSD", "url": "https://github.com/NJUNLP/MCSD", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-simplescaling-s1", "kind": "repo", "label": "simplescaling/s1", "url": "https://github.com/simplescaling/s1", "source": "github", "axis": "testtime", "layer": 0}
{"type": "node", "id": "repo-qixucen-atom", "kind": "repo", "label": "qixucen/atom", "url": "https://github.com/qixucen/atom", "source": "github", "axis": "testtime", "layer": 0}
{"type": "node", "id": "repo-metastone-ai-xbai-o4", "kind": "repo", "label": "MetaStone-AI/XBai-o4", "url": "https://github.com/MetaStone-AI/XBai-o4", "source": "github", "axis": "testtime", "layer": 0}
{"type": "node", "id": "repo-threesr-awesome-inference-time-scaling", "kind": "repo", "label": "ThreeSR/Awesome-Inference-Time-Scaling", "url": "https://github.com/ThreeSR/Awesome-Inference-Time-Scaling", "source": "github", "axis": "testtime", "layer": 0}
{"type": "node", "id": "repo-thu-si-video-t1", "kind": "repo", "label": "THU-SI/Video-T1", "url": "https://github.com/THU-SI/Video-T1", "source": "github", "axis": "testtime", "layer": 0}
{"type": "node", "id": "repo-sakanaai-rlt", "kind": "repo", "label": "SakanaAI/RLT", "url": "https://github.com/SakanaAI/RLT", "source": "github", "axis": "testtime", "layer": 0}
{"type": "node", "id": "repo-ryanliu112-compute-optimal-tts", "kind": "repo", "label": "RyanLiu112/compute-optimal-tts", "url": "https://github.com/RyanLiu112/compute-optimal-tts", "source": "github", "axis": "testtime", "layer": 0}
{"type": "node", "id": "repo-gair-nlp-cognition-engineering", "kind": "repo", "label": "GAIR-NLP/cognition-engineering", "url": "https://github.com/GAIR-NLP/cognition-engineering", "source": "github", "axis": "testtime", "layer": 0}
{"type": "node", "id": "repo-zhengkid-autotts", "kind": "repo", "label": "zhengkid/AutoTTS", "url": "https://github.com/zhengkid/AutoTTS", "source": "github", "axis": "testtime", "layer": 0}
{"type": "node", "id": "repo-ali-vilab-tts-var", "kind": "repo", "label": "ali-vilab/TTS-VAR", "url": "https://github.com/ali-vilab/TTS-VAR", "source": "github", "axis": "testtime", "layer": 0}
{"type": "node", "id": "repo-infini-ai-lab-kinetics", "kind": "repo", "label": "Infini-AI-Lab/Kinetics", "url": "https://github.com/Infini-AI-Lab/Kinetics", "source": "github", "axis": "testtime", "layer": 0}
{"type": "node", "id": "repo-batsresearch-crosslingual-test-time-scaling", "kind": "repo", "label": "BatsResearch/crosslingual-test-time-scaling", "url": "https://github.com/BatsResearch/crosslingual-test-time-scaling", "source": "github", "axis": "testtime", "layer": 0}
{"type": "node", "id": "repo-katopz-katgpt-rs", "kind": "repo", "label": "katopz/katgpt-rs", "url": "https://github.com/katopz/katgpt-rs", "source": "github", "axis": "testtime", "layer": 0}
{"type": "node", "id": "repo-jincan333-mas-tts", "kind": "repo", "label": "jincan333/MAS-TTS", "url": "https://github.com/jincan333/MAS-TTS", "source": "github", "axis": "testtime", "layer": 0}
{"type": "node", "id": "repo-testtimescaling-testtimescaling-github-io", "kind": "repo", "label": "testtimescaling/testtimescaling.github.io", "url": "https://github.com/testtimescaling/testtimescaling.github.io", "source": "github", "axis": "testtime", "layer": 0}
{"type": "node", "id": "repo-xuyige-softcot", "kind": "repo", "label": "xuyige/SoftCoT", "url": "https://github.com/xuyige/SoftCoT", "source": "github", "axis": "testtime", "layer": 0}
{"type": "node", "id": "repo-breez3young-taco", "kind": "repo", "label": "breez3young/TACO", "url": "https://github.com/breez3young/TACO", "source": "github", "axis": "testtime", "layer": 0}
{"type": "node", "id": "repo-umass-embodied-agi-mindjourney", "kind": "repo", "label": "UMass-Embodied-AGI/MindJourney", "url": "https://github.com/UMass-Embodied-AGI/MindJourney", "source": "github", "axis": "testtime", "layer": 0}
{"type": "node", "id": "repo-safo-lab-autodan-reasoning", "kind": "repo", "label": "SaFo-Lab/AutoDAN-Reasoning", "url": "https://github.com/SaFo-Lab/AutoDAN-Reasoning", "source": "github", "axis": "testtime", "layer": 0}
{"type": "node", "id": "repo-modalitydance-latenttts", "kind": "repo", "label": "ModalityDance/LatentTTS", "url": "https://github.com/ModalityDance/LatentTTS", "source": "github", "axis": "testtime", "layer": 0}
{"type": "node", "id": "repo-aabhimittal-pagedattention-inference", "kind": "repo", "label": "aabhimittal/PagedAttention-inference", "url": "https://github.com/aabhimittal/PagedAttention-inference", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-nicholas-patapoff-paged-attention-inference-engine", "kind": "repo", "label": "Nicholas-Patapoff/Paged-Attention-Inference-Engine", "url": "https://github.com/Nicholas-Patapoff/Paged-Attention-Inference-Engine", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-kennethjefferson-ccg-app-cuda-vllmpagedinference", "kind": "repo", "label": "KennethJefferson/ccg_app_cuda_VllmPagedInference", "url": "https://github.com/KennethJefferson/ccg_app_cuda_VllmPagedInference", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-cdliang11-deepseek-moe-cpp", "kind": "repo", "label": "cdliang11/deepseek-moe.cpp", "url": "https://github.com/cdliang11/deepseek-moe.cpp", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-nonlinearworld001-llms-learning", "kind": "repo", "label": "NonlinearWorld001/LLMs-learning", "url": "https://github.com/NonlinearWorld001/LLMs-learning", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-zhenyuliu1225-deepseek-moe", "kind": "repo", "label": "zhenyuliu1225/DeepSeek-MoE", "url": "https://github.com/zhenyuliu1225/DeepSeek-MoE", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-kd1994-deepseek-moe-smollm", "kind": "repo", "label": "KD1994/Deepseek-MoE-SmolLM", "url": "https://github.com/KD1994/Deepseek-MoE-SmolLM", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-karthik-ragunath-deepseek-moe-explainer", "kind": "repo", "label": "Karthik-Ragunath/deepseek-moe-explainer", "url": "https://github.com/Karthik-Ragunath/deepseek-moe-explainer", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-sarthak-boston-codes-assignment-7-week-8-sarthak-hpc-for-ai", "kind": "repo", "label": "Sarthak-Boston-Codes/Assignment_7_Week_8_Sarthak_HPC_for_AI", "url": "https://github.com/Sarthak-Boston-Codes/Assignment_7_Week_8_Sarthak_HPC_for_AI", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-jenwei0312-deepseek-moe", "kind": "repo", "label": "JenWei0312/deepseek-moe", "url": "https://github.com/JenWei0312/deepseek-moe", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-claude216-z2h-moe", "kind": "repo", "label": "Claude216/Z2H_MOE", "url": "https://github.com/Claude216/Z2H_MOE", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-xinpengzz-toy-deepseek-moe", "kind": "repo", "label": "xinpengzz/toy-deepseek-moe", "url": "https://github.com/xinpengzz/toy-deepseek-moe", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-rishvesh-deepseek-moe-mini", "kind": "repo", "label": "rishvesh/deepseek-moe-mini", "url": "https://github.com/rishvesh/deepseek-moe-mini", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-colorpencil14-moemanim", "kind": "repo", "label": "Colorpencil14/MoeManim", "url": "https://github.com/Colorpencil14/MoeManim", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-wxr123-wxr-qwen-deepseek-moe-c-cuda-pytorch-c-extension", "kind": "repo", "label": "wxr123-wxr/-qwen-deepseek-moe-c-cuda-pytorch-c-extension-", "url": "https://github.com/wxr123-wxr/-qwen-deepseek-moe-c-cuda-pytorch-c-extension-", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-sudormrf-dev-deepseek-production-cookbook", "kind": "repo", "label": "sudormrf-dev/deepseek-production-cookbook", "url": "https://github.com/sudormrf-dev/deepseek-production-cookbook", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-tianyirnj-moe-text-classifier", "kind": "repo", "label": "TianyiRnj/moe-text-classifier", "url": "https://github.com/TianyiRnj/moe-text-classifier", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-atandra2000-fusionllm", "kind": "repo", "label": "atandra2000/FusionLLM", "url": "https://github.com/atandra2000/FusionLLM", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-justin-ljw-grandline-llm", "kind": "repo", "label": "Justin-ljw/GrandLine_LLM", "url": "https://github.com/Justin-ljw/GrandLine_LLM", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-0xtoward-ai-infra-interview", "kind": "repo", "label": "0xtoward/ai-infra-interview", "url": "https://github.com/0xtoward/ai-infra-interview", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-lu-yu-zhen-a-simple-dsmoe", "kind": "repo", "label": "Lu-Yu-Zhen/A-Simple-DSMoE", "url": "https://github.com/Lu-Yu-Zhen/A-Simple-DSMoE", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-n3ural-h4x-arcforge", "kind": "repo", "label": "n3ural-h4x/ArcForge", "url": "https://github.com/n3ural-h4x/ArcForge", "source": "github", "axis": "moe", "layer": 0}
{"type": "node", "id": "repo-ibm-soft-masked-diffusion-language-models", "kind": "repo", "label": "IBM/soft-masked-diffusion-language-models", "url": "https://github.com/IBM/soft-masked-diffusion-language-models", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-facebookresearch-spg", "kind": "repo", "label": "facebookresearch/SPG", "url": "https://github.com/facebookresearch/SPG", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-s-sahoo-scaling-dllms", "kind": "repo", "label": "s-sahoo/scaling-dllms", "url": "https://github.com/s-sahoo/scaling-dllms", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-scottstts-learning-diffusion-lm", "kind": "repo", "label": "scottstts/Learning-Diffusion-LM", "url": "https://github.com/scottstts/Learning-Diffusion-LM", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-autonomousvision-mdpo", "kind": "repo", "label": "autonomousvision/mdpo", "url": "https://github.com/autonomousvision/mdpo", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-leegeoru-mdu", "kind": "repo", "label": "leegeoru/MDU", "url": "https://github.com/leegeoru/MDU", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-algolzw-self-rewarding-smc", "kind": "repo", "label": "Algolzw/self-rewarding-smc", "url": "https://github.com/Algolzw/self-rewarding-smc", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-kuleshov-char-mdlm", "kind": "repo", "label": "kuleshov/char-mdlm", "url": "https://github.com/kuleshov/char-mdlm", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-yjyddq-eoser-ass-rl", "kind": "repo", "label": "yjyddq/EOSER-ASS-RL", "url": "https://github.com/yjyddq/EOSER-ASS-RL", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-despoinakk-babylm-diffusion", "kind": "repo", "label": "DespoinaKK/babylm-diffusion", "url": "https://github.com/DespoinaKK/babylm-diffusion", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-haru-lcy-voidpadding", "kind": "repo", "label": "Haru-LCY/VoidPadding", "url": "https://github.com/Haru-LCY/VoidPadding", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-kuleshov-simple-masked-diffusion-language-models", "kind": "repo", "label": "kuleshov/simple-masked-diffusion-language-models", "url": "https://github.com/kuleshov/simple-masked-diffusion-language-models", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-vibha-ctrl-maskeddiffusionlanguagemodelfromscratch", "kind": "repo", "label": "vibha-ctrl/MaskedDiffusionLanguageModelFromScratch", "url": "https://github.com/vibha-ctrl/MaskedDiffusionLanguageModelFromScratch", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-andresnowak-masked-diffusion-language-models", "kind": "repo", "label": "andresnowak/Masked-Diffusion-Language-Models", "url": "https://github.com/andresnowak/Masked-Diffusion-Language-Models", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-ziyigu2004-clad", "kind": "repo", "label": "ziyigu2004/CLAD", "url": "https://github.com/ziyigu2004/CLAD", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-lulzx-masked", "kind": "repo", "label": "Lulzx/masked", "url": "https://github.com/Lulzx/masked", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-raishish-discrete-diffusion-rome", "kind": "repo", "label": "raishish/discrete-diffusion-rome", "url": "https://github.com/raishish/discrete-diffusion-rome", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-tomerg711-mdu", "kind": "repo", "label": "TomerG711/MDU", "url": "https://github.com/TomerG711/MDU", "source": "github", "axis": "diffusion", "layer": 0}
{"type": "node", "id": "repo-goekdeniz-guelmez-mlx-kan", "kind": "repo", "label": "Goekdeniz-Guelmez/mlx-kan", "url": "https://github.com/Goekdeniz-Guelmez/mlx-kan", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-jindeok-cf-kan", "kind": "repo", "label": "jindeok/CF-KAN", "url": "https://github.com/jindeok/CF-KAN", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-kozmojor-tensorflow-implementation-of-kan", "kind": "repo", "label": "kozmojor/Tensorflow-Implementation-of-KAN", "url": "https://github.com/kozmojor/Tensorflow-Implementation-of-KAN", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-lee-jaewon-kan-mixer", "kind": "repo", "label": "Lee-JaeWon/KAN-Mixer", "url": "https://github.com/Lee-JaeWon/KAN-Mixer", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-menghuan1918-kan-models", "kind": "repo", "label": "Menghuan1918/KAN-Models", "url": "https://github.com/Menghuan1918/KAN-Models", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-xatta-trone-awesome-kan", "kind": "repo", "label": "Xatta-Trone/awesome-kan", "url": "https://github.com/Xatta-Trone/awesome-kan", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-samhitha-07-3dof-robotic-arm-using-kan", "kind": "repo", "label": "Samhitha-07/3DOF-Robotic-Arm-using-KAN", "url": "https://github.com/Samhitha-07/3DOF-Robotic-Arm-using-KAN", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-slitvinov-kan", "kind": "repo", "label": "slitvinov/kan", "url": "https://github.com/slitvinov/kan", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-realrohilbansal-kan-implementation", "kind": "repo", "label": "realrohilbansal/kan-implementation", "url": "https://github.com/realrohilbansal/kan-implementation", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-sanowl-kan-kolmogorov-arnold-networks", "kind": "repo", "label": "sanowl/KAN-Kolmogorov-Arnold-Networks", "url": "https://github.com/sanowl/KAN-Kolmogorov-Arnold-Networks", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-kohena-hazra-kan-kolmogorov-arnold-network", "kind": "repo", "label": "Kohena-Hazra/KAN-Kolmogorov-Arnold-Network-", "url": "https://github.com/Kohena-Hazra/KAN-Kolmogorov-Arnold-Network-", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-rhfz1-kan-kolmogorov-arnold-networks", "kind": "repo", "label": "RhFz1/KAN-Kolmogorov-Arnold-Networks", "url": "https://github.com/RhFz1/KAN-Kolmogorov-Arnold-Networks", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-mamdaliof-kan-kolmogorov-arnold-networks", "kind": "repo", "label": "mamdaliof/KAN-Kolmogorov-Arnold-Networks", "url": "https://github.com/mamdaliof/KAN-Kolmogorov-Arnold-Networks", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-zeshenbao-kan-kolmogorov-arnold-networks", "kind": "repo", "label": "zeshenbao/KAN-Kolmogorov-Arnold-Networks", "url": "https://github.com/zeshenbao/KAN-Kolmogorov-Arnold-Networks", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-moganlab-kan-kolmogorov-arnold-networks", "kind": "repo", "label": "MoganLab/KAN-Kolmogorov-Arnold-Networks", "url": "https://github.com/MoganLab/KAN-Kolmogorov-Arnold-Networks", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-poppinelo-mini-kan", "kind": "repo", "label": "PoppinElo/mini_kan", "url": "https://github.com/PoppinElo/mini_kan", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-ifares-csi-tfkan", "kind": "repo", "label": "ifares-csi/TFKAN", "url": "https://github.com/ifares-csi/TFKAN", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-ifares-csi-ckan", "kind": "repo", "label": "ifares-csi/CKAN", "url": "https://github.com/ifares-csi/CKAN", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-tuamah-kanboost", "kind": "repo", "label": "tuamah/kanboost", "url": "https://github.com/tuamah/kanboost", "source": "github", "axis": "kan", "layer": 0}
{"type": "node", "id": "repo-jumpingjo01-distributed-llm-engine", "kind": "repo", "label": "jumpingjo01/distributed-llm-engine", "url": "https://github.com/jumpingjo01/distributed-llm-engine", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-shivam-39-speculative-decoding-llm", "kind": "repo", "label": "shivam-39/speculative_decoding_llm", "url": "https://github.com/shivam-39/speculative_decoding_llm", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-hussamkhoury-speculative-decoding-llm", "kind": "repo", "label": "hussamkhoury/speculative-decoding-llm", "url": "https://github.com/hussamkhoury/speculative-decoding-llm", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-gpar377-speculative-decoding-llm", "kind": "repo", "label": "Gpar377/speculative-decoding-llm", "url": "https://github.com/Gpar377/speculative-decoding-llm", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-treibs-kp-speculative-decoding-llms", "kind": "repo", "label": "Treibs/kp-speculative-decoding-llms", "url": "https://github.com/Treibs/kp-speculative-decoding-llms", "source": "github", "axis": "specdecode", "layer": 0}
{"type": "node", "id": "repo-nishchal-11-tars-navy", "kind": "repo", "label": "nishchal-11/TARS-navy", "url": "https://github.com/nishchal-11/TARS-navy", "source": "github", "axis": "ssm", "layer": 0}
{"type": "node", "id": "repo-aobo-xu-hybridmorph", "kind": "repo", "label": "Aobo-Xu/HybridMorph", "url": "https://github.com/Aobo-Xu/HybridMorph", "source": "github", "axis": "ssm", "layer": 0}
{"type": "node", "id": "repo-hujiyo-pawlette", "kind": "repo", "label": "hujiyo/Pawlette", "url": "https://github.com/hujiyo/Pawlette", "source": "github", "axis": "ssm", "layer": 0}
{"type": "node", "id": "repo-shubham142856-knowledge-intelligence-assistant", "kind": "repo", "label": "Shubham142856/knowledge-intelligence-assistant", "url": "https://github.com/Shubham142856/knowledge-intelligence-assistant", "source": "github", "axis": "titans", "layer": 0}
{"type": "edge", "src": "paper-1706.03762", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-1706.03762", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-1706.03762", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-1706.03762", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-1706.03762", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-1706.03762", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-1706.03762", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-1706.03762", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2205.14135", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2205.14135", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2205.14135", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2205.14135", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2205.14135", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2205.14135", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2205.14135", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2205.14135", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2307.08691", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2307.08691", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2307.08691", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2307.08691", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2307.08691", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2307.08691", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2307.08691", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2307.08691", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2407.08608", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2407.08608", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2407.08608", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2407.08608", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2407.08608", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2407.08608", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2407.08608", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2407.08608", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2310.01889", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2310.01889", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2310.01889", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2310.01889", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2310.01889", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2310.01889", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2310.01889", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2310.01889", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2311.09431", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2311.09431", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2311.09431", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2311.09431", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2311.09431", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2311.09431", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2311.09431", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2311.09431", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2405.04434", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2405.04434", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2405.04434", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2405.04434", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2405.04434", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2405.04434", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2405.04434", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2405.04434", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.14837", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.14837", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.14837", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.14837", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.14837", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.14837", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.14837", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.14837", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.11089", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.11089", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.11089", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.11089", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.11089", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.11089", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.11089", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.11089", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2004.05150", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2004.05150", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2004.05150", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2004.05150", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2004.05150", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2004.05150", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2004.05150", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2004.05150", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2001.04451", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2001.04451", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2001.04451", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2001.04451", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2001.04451", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2001.04451", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2001.04451", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2001.04451", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2009.14794", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2009.14794", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2009.14794", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2009.14794", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2009.14794", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2009.14794", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2009.14794", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2009.14794", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-1911.02150", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-1911.02150", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-1911.02150", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-1911.02150", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-1911.02150", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-1911.02150", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-1911.02150", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-1911.02150", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2305.13245", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2305.13245", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2305.13245", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2305.13245", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2305.13245", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2305.13245", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2305.13245", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2305.13245", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2410.05258", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2410.05258", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2410.05258", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2410.05258", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2410.05258", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2410.05258", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2410.05258", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2410.05258", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2406.16747", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2406.16747", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2406.16747", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2406.16747", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2406.16747", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2406.16747", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2406.16747", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2406.16747", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.18137", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.18137", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.18137", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.18137", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.18137", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.18137", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.18137", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.18137", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.07143", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.07143", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.07143", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.07143", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.07143", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.07143", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.07143", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.07143", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2405.05254", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2405.05254", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2405.05254", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2405.05254", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2405.05254", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2405.05254", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2405.05254", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2405.05254", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2103.03206", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2103.03206", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2103.03206", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2103.03206", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2103.03206", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2103.03206", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2103.03206", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2103.03206", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2107.14795", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2107.14795", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2107.14795", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2107.14795", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2107.14795", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2107.14795", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2107.14795", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2107.14795", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2312.06635", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2312.06635", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2312.06635", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2312.06635", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2312.06635", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2312.06635", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2312.06635", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2312.06635", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2402.19427", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2402.19427", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2402.19427", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2402.19427", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2402.19427", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2402.19427", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2402.19427", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2402.19427", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-1701.06538", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2101.03961", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2006.16668", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2202.08906", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2211.15841", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2401.04088", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2405.04434", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2412.19437", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2408.15664", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2409.02060", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2305.14705", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.02258", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2205.14217", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2205.14217", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2205.14217", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2205.14217", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2107.03006", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2107.03006", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2107.03006", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2107.03006", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2310.16834", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2310.16834", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2310.16834", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2310.16834", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2406.07524", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2406.07524", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2406.07524", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2406.07524", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.09992", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.09992", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.09992", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.09992", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2503.09573", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2503.09573", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2503.09573", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2503.09573", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2408.11039", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2408.11039", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2408.11039", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2408.11039", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2310.17680", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2310.17680", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2310.17680", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2310.17680", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2410.13782", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2410.13782", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2410.13782", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2410.13782", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2506.05340", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2506.05340", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2506.05340", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2506.05340", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2312.00752", "dst": "surface:ssm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2405.21060", "dst": "surface:ssm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2403.19887", "dst": "surface:ssm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2307.08621", "dst": "surface:ssm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.05892", "dst": "surface:ssm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.08801", "dst": "surface:ssm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.19756", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2408.10205", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2501.00663", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2501.00663", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2501.00663", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2501.00663", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.07143", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.07143", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.07143", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.07143", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2501.15383", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2501.15383", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2501.15383", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2501.15383", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.20082", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.20082", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.20082", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.20082", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2308.14508", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2308.14508", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2308.14508", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2308.14508", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.06654", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.06654", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.06654", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.06654", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2402.17764", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2402.17764", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2310.11453", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2310.11453", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2504.18415", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2504.18415", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-1710.03740", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-1710.03740", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2205.13147", "dst": "surface:matgran", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2310.07707", "dst": "surface:matgran", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.05961", "dst": "surface:matgran", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2507.10524", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2410.20672", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.02258", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2211.17192", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2302.01318", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2401.10774", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2401.15077", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2406.16858", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2503.01840", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2305.09781", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2311.08252", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2310.07177", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2404.16710", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.06282", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2408.03314", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2408.03314", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2408.03314", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.05171", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.05171", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2502.05171", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2501.19393", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2501.19393", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2501.19393", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2407.21787", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2407.21787", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2407.21787", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2408.00724", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2408.00724", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2408.00724", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2412.14135", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2412.14135", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2412.14135", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2412.06769", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2412.06769", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2412.06769", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2501.12948", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2501.12948", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2501.12948", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2408.06195", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2408.06195", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2408.06195", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2503.16419", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2503.16419", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2503.16419", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "bench-gsm8k", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "bench-gsm8k", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "bench-gsm8k", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "bench-math", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "bench-math", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "bench-math", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "bench-mmlu", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "bench-mmlu", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "bench-mmlu", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "bench-humaneval", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "bench-humaneval", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "bench-humaneval", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "bench-humaneval", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "bench-longbench", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "bench-longbench", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "bench-longbench", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "bench-longbench", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "bench-ruler", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "bench-ruler", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "bench-ruler", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "bench-ruler", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "ds-github-longbench", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "ds-github-longbench", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "ds-github-longbench", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "ds-github-longbench", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "ds-github-ruler", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "ds-github-ruler", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "ds-github-ruler", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "ds-github-ruler", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "ds-hf-gsm8k", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "ds-hf-gsm8k", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "ds-hf-gsm8k", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "ds-hf-math", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "ds-hf-math", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "ds-hf-math", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fla-org-flash-linear-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fla-org-flash-linear-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fla-org-flash-linear-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fla-org-flash-linear-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fla-org-flash-linear-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fla-org-flash-linear-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fla-org-flash-linear-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fla-org-flash-linear-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-linear-attention-transformer", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-linear-attention-transformer", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-linear-attention-transformer", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-linear-attention-transformer", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-linear-attention-transformer", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-linear-attention-transformer", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-linear-attention-transformer", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-linear-attention-transformer", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-blinkdl-linearattentionarena", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-blinkdl-linearattentionarena", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-blinkdl-linearattentionarena", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-blinkdl-linearattentionarena", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-blinkdl-linearattentionarena", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-blinkdl-linearattentionarena", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-blinkdl-linearattentionarena", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-blinkdl-linearattentionarena", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-performer-pytorch", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-performer-pytorch", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-performer-pytorch", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-performer-pytorch", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-performer-pytorch", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-performer-pytorch", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-performer-pytorch", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-performer-pytorch", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-guillaume-chevalier-linear-attention-recurrent-neural-network", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-guillaume-chevalier-linear-attention-recurrent-neural-network", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-guillaume-chevalier-linear-attention-recurrent-neural-network", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-guillaume-chevalier-linear-attention-recurrent-neural-network", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-guillaume-chevalier-linear-attention-recurrent-neural-network", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-guillaume-chevalier-linear-attention-recurrent-neural-network", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-guillaume-chevalier-linear-attention-recurrent-neural-network", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-guillaume-chevalier-linear-attention-recurrent-neural-network", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hanguo97-log-linear-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hanguo97-log-linear-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hanguo97-log-linear-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hanguo97-log-linear-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hanguo97-log-linear-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hanguo97-log-linear-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hanguo97-log-linear-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hanguo97-log-linear-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-qwenlm-flashqla", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-qwenlm-flashqla", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-qwenlm-flashqla", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-qwenlm-flashqla", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-qwenlm-flashqla", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-qwenlm-flashqla", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-qwenlm-flashqla", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-qwenlm-flashqla", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-flashserve-flash-linear-attention-npu", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-flashserve-flash-linear-attention-npu", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-flashserve-flash-linear-attention-npu", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-flashserve-flash-linear-attention-npu", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-flashserve-flash-linear-attention-npu", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-flashserve-flash-linear-attention-npu", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-flashserve-flash-linear-attention-npu", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-flashserve-flash-linear-attention-npu", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-minimax-ai-minimax-01", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-minimax-ai-minimax-01", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-minimax-ai-minimax-01", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-minimax-ai-minimax-01", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-minimax-ai-minimax-01", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-minimax-ai-minimax-01", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-minimax-ai-minimax-01", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-minimax-ai-minimax-01", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jdai-cv-image-captioning", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jdai-cv-image-captioning", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jdai-cv-image-captioning", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jdai-cv-image-captioning", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jdai-cv-image-captioning", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jdai-cv-image-captioning", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jdai-cv-image-captioning", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jdai-cv-image-captioning", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-inclusionai-cula", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-inclusionai-cula", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-inclusionai-cula", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-inclusionai-cula", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-inclusionai-cula", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-inclusionai-cula", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-inclusionai-cula", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-inclusionai-cula", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lironui-linear-attention-mechanism", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lironui-linear-attention-mechanism", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lironui-linear-attention-mechanism", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lironui-linear-attention-mechanism", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lironui-linear-attention-mechanism", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lironui-linear-attention-mechanism", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lironui-linear-attention-mechanism", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lironui-linear-attention-mechanism", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thu-ml-sla", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thu-ml-sla", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thu-ml-sla", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thu-ml-sla", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thu-ml-sla", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thu-ml-sla", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thu-ml-sla", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thu-ml-sla", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-opennlplab-lasp", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-opennlplab-lasp", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-opennlplab-lasp", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-opennlplab-lasp", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-opennlplab-lasp", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-opennlplab-lasp", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-opennlplab-lasp", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-opennlplab-lasp", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nvlabs-gateddeltanet-2", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nvlabs-gateddeltanet-2", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nvlabs-gateddeltanet-2", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nvlabs-gateddeltanet-2", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nvlabs-gateddeltanet-2", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nvlabs-gateddeltanet-2", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nvlabs-gateddeltanet-2", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nvlabs-gateddeltanet-2", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sustcsonglin-linear-attention-and-beyond-slides", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sustcsonglin-linear-attention-and-beyond-slides", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sustcsonglin-linear-attention-and-beyond-slides", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sustcsonglin-linear-attention-and-beyond-slides", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sustcsonglin-linear-attention-and-beyond-slides", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sustcsonglin-linear-attention-and-beyond-slides", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sustcsonglin-linear-attention-and-beyond-slides", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sustcsonglin-linear-attention-and-beyond-slides", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-berlino-gated-linear-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-berlino-gated-linear-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-berlino-gated-linear-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-berlino-gated-linear-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-berlino-gated-linear-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-berlino-gated-linear-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-berlino-gated-linear-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-berlino-gated-linear-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-taylor-series-linear-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-taylor-series-linear-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-taylor-series-linear-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-taylor-series-linear-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-taylor-series-linear-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-taylor-series-linear-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-taylor-series-linear-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-taylor-series-linear-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hustvl-dig", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hustvl-dig", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hustvl-dig", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hustvl-dig", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hustvl-dig", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hustvl-dig", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hustvl-dig", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hustvl-dig", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xl402-performer", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xl402-performer", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xl402-performer", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xl402-performer", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xl402-performer", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xl402-performer", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xl402-performer", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xl402-performer", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kindxiaoming-pykan", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-blealtan-efficient-kan", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mintisan-awesome-kan", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-remigenet-tkan", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-willhua127-graphkan-graph-kolmogorov-arnold-networks", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ziyaoli-fast-kan", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-riiswa-kanrl", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-synodicmonth-chebykan", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mpoluektov-kan-polar", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-indoxer-lkan", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-starostinv-convkan", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-srigas-jaxkan", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-rbsparky-kolmogorovarnoldnetworks-jl", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-adityang-kan-gpt", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-team-daniel-kan", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-pg2455-kan-tutorial", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-withray-residualkan", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-msd-irimas-simple-kan-4-time-series", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-remigenet-sigkan", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jakariaemon-cnn-kan", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-aianytime-medical-mixture-of-experts-llm", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tianyi-lab-moe-embedding", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vukrosic-llm-moe", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mbzuai-oryx-bimedix", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tianyi-lab-roma", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-angerybob-hd-moe", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-conctsai-multilingualism-in-mixture-of-experts-llms", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-trustairlab-unsafemoe", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mu-hashmi-mlx-moe", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thewertzgroup-moe", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-venish12-mixture-of-experts-llm", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-br3ady-minimoe-s24", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dallasn-superdome", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dogukandemirci-software-engineer-moe-catalyst", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-deniskarediska21-basic-mixture-of-experts-llm", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-camdresie-mixture-of-experts-llm-as-judge", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-raman-gatech-moe-router", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vignesh-v16-llm-routing-agent", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-siruihan2024-sub-moe", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-akicou-ream", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zhuzilin-ring-flash-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zhuzilin-ring-flash-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zhuzilin-ring-flash-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zhuzilin-ring-flash-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zhuzilin-ring-flash-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zhuzilin-ring-flash-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zhuzilin-ring-flash-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zhuzilin-ring-flash-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-ring-attention-pytorch", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-ring-attention-pytorch", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-ring-attention-pytorch", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-ring-attention-pytorch", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-ring-attention-pytorch", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-ring-attention-pytorch", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-ring-attention-pytorch", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-ring-attention-pytorch", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gpu-mode-ring-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gpu-mode-ring-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gpu-mode-ring-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gpu-mode-ring-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gpu-mode-ring-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gpu-mode-ring-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gpu-mode-ring-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gpu-mode-ring-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-respaired-rifornet-vocoder", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-respaired-rifornet-vocoder", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-respaired-rifornet-vocoder", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-respaired-rifornet-vocoder", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-respaired-rifornet-vocoder", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-respaired-rifornet-vocoder", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-respaired-rifornet-vocoder", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-respaired-rifornet-vocoder", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-66ring-ring-attention-pytorch", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-66ring-ring-attention-pytorch", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-66ring-ring-attention-pytorch", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-66ring-ring-attention-pytorch", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-66ring-ring-attention-pytorch", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-66ring-ring-attention-pytorch", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-66ring-ring-attention-pytorch", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-66ring-ring-attention-pytorch", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ji-huazhong-ring-attention-ascend", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ji-huazhong-ring-attention-ascend", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ji-huazhong-ring-attention-ascend", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ji-huazhong-ring-attention-ascend", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ji-huazhong-ring-attention-ascend", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ji-huazhong-ring-attention-ascend", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ji-huazhong-ring-attention-ascend", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ji-huazhong-ring-attention-ascend", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mgmalek-ring-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mgmalek-ring-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mgmalek-ring-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mgmalek-ring-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mgmalek-ring-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mgmalek-ring-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mgmalek-ring-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mgmalek-ring-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mindintels-awesome-flash-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mindintels-awesome-flash-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mindintels-awesome-flash-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mindintels-awesome-flash-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mindintels-awesome-flash-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mindintels-awesome-flash-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mindintels-awesome-flash-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mindintels-awesome-flash-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-therainstorm-interleaved-ring-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-therainstorm-interleaved-ring-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-therainstorm-interleaved-ring-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-therainstorm-interleaved-ring-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-therainstorm-interleaved-ring-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-therainstorm-interleaved-ring-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-therainstorm-interleaved-ring-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-therainstorm-interleaved-ring-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ykcombat-ringattention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ykcombat-ringattention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ykcombat-ringattention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ykcombat-ringattention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ykcombat-ringattention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ykcombat-ringattention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ykcombat-ringattention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ykcombat-ringattention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-h1ppox99-ring-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-h1ppox99-ring-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-h1ppox99-ring-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-h1ppox99-ring-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-h1ppox99-ring-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-h1ppox99-ring-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-h1ppox99-ring-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-h1ppox99-ring-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-denemmy-ring-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-denemmy-ring-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-denemmy-ring-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-denemmy-ring-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-denemmy-ring-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-denemmy-ring-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-denemmy-ring-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-denemmy-ring-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kim-eungseo-ring-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kim-eungseo-ring-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kim-eungseo-ring-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kim-eungseo-ring-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kim-eungseo-ring-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kim-eungseo-ring-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kim-eungseo-ring-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kim-eungseo-ring-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-techthiyanes-ring-offload-memory-efficient-xformers", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-techthiyanes-ring-offload-memory-efficient-xformers", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-techthiyanes-ring-offload-memory-efficient-xformers", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-techthiyanes-ring-offload-memory-efficient-xformers", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-techthiyanes-ring-offload-memory-efficient-xformers", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-techthiyanes-ring-offload-memory-efficient-xformers", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-techthiyanes-ring-offload-memory-efficient-xformers", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-techthiyanes-ring-offload-memory-efficient-xformers", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dtunai-ring-attention-jax", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dtunai-ring-attention-jax", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dtunai-ring-attention-jax", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dtunai-ring-attention-jax", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dtunai-ring-attention-jax", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dtunai-ring-attention-jax", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dtunai-ring-attention-jax", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dtunai-ring-attention-jax", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-anhtuandev-04-ring-attention-pytorch", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-anhtuandev-04-ring-attention-pytorch", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-anhtuandev-04-ring-attention-pytorch", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-anhtuandev-04-ring-attention-pytorch", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-anhtuandev-04-ring-attention-pytorch", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-anhtuandev-04-ring-attention-pytorch", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-anhtuandev-04-ring-attention-pytorch", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-anhtuandev-04-ring-attention-pytorch", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yuanyue-yangtutu-recovery-ring-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yuanyue-yangtutu-recovery-ring-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yuanyue-yangtutu-recovery-ring-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yuanyue-yangtutu-recovery-ring-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yuanyue-yangtutu-recovery-ring-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yuanyue-yangtutu-recovery-ring-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yuanyue-yangtutu-recovery-ring-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yuanyue-yangtutu-recovery-ring-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dardamarzbali-ring-attention-pytorch", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dardamarzbali-ring-attention-pytorch", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dardamarzbali-ring-attention-pytorch", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dardamarzbali-ring-attention-pytorch", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dardamarzbali-ring-attention-pytorch", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dardamarzbali-ring-attention-pytorch", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dardamarzbali-ring-attention-pytorch", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dardamarzbali-ring-attention-pytorch", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-3429495086-ring-attention-benchmark", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-3429495086-ring-attention-benchmark", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-3429495086-ring-attention-benchmark", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-3429495086-ring-attention-benchmark", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-3429495086-ring-attention-benchmark", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-3429495086-ring-attention-benchmark", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-3429495086-ring-attention-benchmark", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-3429495086-ring-attention-benchmark", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gindachen-ring-attention-pytorch", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gindachen-ring-attention-pytorch", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gindachen-ring-attention-pytorch", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gindachen-ring-attention-pytorch", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gindachen-ring-attention-pytorch", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gindachen-ring-attention-pytorch", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gindachen-ring-attention-pytorch", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gindachen-ring-attention-pytorch", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zhziszz-dllm", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zhziszz-dllm", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zhziszz-dllm", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zhziszz-dllm", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dreamlm-dream", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dreamlm-dream", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dreamlm-dream", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dreamlm-dream", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kuleshov-group-mdlm", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kuleshov-group-mdlm", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kuleshov-group-mdlm", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kuleshov-group-mdlm", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-alpha-vllm-lumina-dimoo", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-alpha-vllm-lumina-dimoo", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-alpha-vllm-lumina-dimoo", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-alpha-vllm-lumina-dimoo", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kuleshov-group-bd3lms", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kuleshov-group-bd3lms", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kuleshov-group-bd3lms", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kuleshov-group-bd3lms", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-inclusionai-dinfer", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-inclusionai-dinfer", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-inclusionai-dinfer", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-inclusionai-dinfer", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-guidelabs-steerling", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-guidelabs-steerling", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-guidelabs-steerling", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-guidelabs-steerling", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gen-verse-mmada", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gen-verse-mmada", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gen-verse-mmada", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gen-verse-mmada", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-radicalnumerics-rnd1", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-radicalnumerics-rnd1", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-radicalnumerics-rnd1", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-radicalnumerics-rnd1", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vila-lab-awesome-dlms", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vila-lab-awesome-dlms", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vila-lab-awesome-dlms", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vila-lab-awesome-dlms", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-pengzhangzhi-open-dllm", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-pengzhangzhi-open-dllm", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-pengzhangzhi-open-dllm", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-pengzhangzhi-open-dllm", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hkunlp-diffullama", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hkunlp-diffullama", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hkunlp-diffullama", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hkunlp-diffullama", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ml-gsai-diffusion-llm-papers", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ml-gsai-diffusion-llm-papers", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ml-gsai-diffusion-llm-papers", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ml-gsai-diffusion-llm-papers", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-inclusionai-llada2-x", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-inclusionai-llada2-x", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-inclusionai-llada2-x", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-inclusionai-llada2-x", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lukas-xue-nanollada", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lukas-xue-nanollada", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lukas-xue-nanollada", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lukas-xue-nanollada", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-horseee-dkv-cache", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-horseee-dkv-cache", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-horseee-dkv-cache", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-horseee-dkv-cache", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jacklishufan-lavida", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jacklishufan-lavida", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jacklishufan-lavida", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jacklishufan-lavida", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jetastra-sdar", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jetastra-sdar", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jetastra-sdar", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jetastra-sdar", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dreamlm-dreamon", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dreamlm-dreamon", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dreamlm-dreamon", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dreamlm-dreamon", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tencent-wedlm", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tencent-wedlm", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tencent-wedlm", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tencent-wedlm", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-prasannakotyal-flash-attention-cuda", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-prasannakotyal-flash-attention-cuda", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-prasannakotyal-flash-attention-cuda", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-prasannakotyal-flash-attention-cuda", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-prasannakotyal-flash-attention-cuda", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-prasannakotyal-flash-attention-cuda", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-prasannakotyal-flash-attention-cuda", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-prasannakotyal-flash-attention-cuda", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-danqi7-flash-attention-cuda", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-danqi7-flash-attention-cuda", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-danqi7-flash-attention-cuda", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-danqi7-flash-attention-cuda", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-danqi7-flash-attention-cuda", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-danqi7-flash-attention-cuda", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-danqi7-flash-attention-cuda", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-danqi7-flash-attention-cuda", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bias92-flash-attention-cuda", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bias92-flash-attention-cuda", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bias92-flash-attention-cuda", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bias92-flash-attention-cuda", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bias92-flash-attention-cuda", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bias92-flash-attention-cuda", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bias92-flash-attention-cuda", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bias92-flash-attention-cuda", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-guohaojiee-flashattention-cuda", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-guohaojiee-flashattention-cuda", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-guohaojiee-flashattention-cuda", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-guohaojiee-flashattention-cuda", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-guohaojiee-flashattention-cuda", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-guohaojiee-flashattention-cuda", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-guohaojiee-flashattention-cuda", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-guohaojiee-flashattention-cuda", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-srikdhruv-flashattention-cuda", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-srikdhruv-flashattention-cuda", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-srikdhruv-flashattention-cuda", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-srikdhruv-flashattention-cuda", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-srikdhruv-flashattention-cuda", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-srikdhruv-flashattention-cuda", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-srikdhruv-flashattention-cuda", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-srikdhruv-flashattention-cuda", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-codingwithshawnyt-flashattention-cuda", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-codingwithshawnyt-flashattention-cuda", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-codingwithshawnyt-flashattention-cuda", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-codingwithshawnyt-flashattention-cuda", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-codingwithshawnyt-flashattention-cuda", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-codingwithshawnyt-flashattention-cuda", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-codingwithshawnyt-flashattention-cuda", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-codingwithshawnyt-flashattention-cuda", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nathan-anh-tran-flashattention-cuda", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nathan-anh-tran-flashattention-cuda", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nathan-anh-tran-flashattention-cuda", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nathan-anh-tran-flashattention-cuda", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nathan-anh-tran-flashattention-cuda", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nathan-anh-tran-flashattention-cuda", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nathan-anh-tran-flashattention-cuda", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nathan-anh-tran-flashattention-cuda", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tusharbiswas10-flashattention-cuda", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tusharbiswas10-flashattention-cuda", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tusharbiswas10-flashattention-cuda", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tusharbiswas10-flashattention-cuda", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tusharbiswas10-flashattention-cuda", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tusharbiswas10-flashattention-cuda", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tusharbiswas10-flashattention-cuda", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tusharbiswas10-flashattention-cuda", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hankwang-wl-minimal-flashattention-cuda", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hankwang-wl-minimal-flashattention-cuda", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hankwang-wl-minimal-flashattention-cuda", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hankwang-wl-minimal-flashattention-cuda", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hankwang-wl-minimal-flashattention-cuda", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hankwang-wl-minimal-flashattention-cuda", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hankwang-wl-minimal-flashattention-cuda", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hankwang-wl-minimal-flashattention-cuda", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sreeram-revoori-flashattention-cuda-kernel-from-scratch", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sreeram-revoori-flashattention-cuda-kernel-from-scratch", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sreeram-revoori-flashattention-cuda-kernel-from-scratch", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sreeram-revoori-flashattention-cuda-kernel-from-scratch", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sreeram-revoori-flashattention-cuda-kernel-from-scratch", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sreeram-revoori-flashattention-cuda-kernel-from-scratch", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sreeram-revoori-flashattention-cuda-kernel-from-scratch", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sreeram-revoori-flashattention-cuda-kernel-from-scratch", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jmunetong-flash-attention-cuda", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jmunetong-flash-attention-cuda", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jmunetong-flash-attention-cuda", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jmunetong-flash-attention-cuda", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jmunetong-flash-attention-cuda", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jmunetong-flash-attention-cuda", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jmunetong-flash-attention-cuda", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jmunetong-flash-attention-cuda", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-agupt0318-flash-attention-cuda", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-agupt0318-flash-attention-cuda", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-agupt0318-flash-attention-cuda", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-agupt0318-flash-attention-cuda", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-agupt0318-flash-attention-cuda", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-agupt0318-flash-attention-cuda", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-agupt0318-flash-attention-cuda", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-agupt0318-flash-attention-cuda", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shrvan30-flash-attention-cuda", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shrvan30-flash-attention-cuda", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shrvan30-flash-attention-cuda", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shrvan30-flash-attention-cuda", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shrvan30-flash-attention-cuda", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shrvan30-flash-attention-cuda", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shrvan30-flash-attention-cuda", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shrvan30-flash-attention-cuda", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yixiaoer-flash-attention-cuda", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yixiaoer-flash-attention-cuda", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yixiaoer-flash-attention-cuda", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yixiaoer-flash-attention-cuda", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yixiaoer-flash-attention-cuda", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yixiaoer-flash-attention-cuda", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yixiaoer-flash-attention-cuda", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yixiaoer-flash-attention-cuda", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-s-samchenko-flash-attention-cuda", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-s-samchenko-flash-attention-cuda", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-s-samchenko-flash-attention-cuda", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-s-samchenko-flash-attention-cuda", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-s-samchenko-flash-attention-cuda", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-s-samchenko-flash-attention-cuda", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-s-samchenko-flash-attention-cuda", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-s-samchenko-flash-attention-cuda", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-eyasushiferaw-flash-attention-cuda", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-eyasushiferaw-flash-attention-cuda", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-eyasushiferaw-flash-attention-cuda", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-eyasushiferaw-flash-attention-cuda", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-eyasushiferaw-flash-attention-cuda", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-eyasushiferaw-flash-attention-cuda", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-eyasushiferaw-flash-attention-cuda", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-eyasushiferaw-flash-attention-cuda", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gradientsj-flash-attention-cuda", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gradientsj-flash-attention-cuda", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gradientsj-flash-attention-cuda", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gradientsj-flash-attention-cuda", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gradientsj-flash-attention-cuda", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gradientsj-flash-attention-cuda", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gradientsj-flash-attention-cuda", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gradientsj-flash-attention-cuda", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-athralk-flash-attention-cuda", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-athralk-flash-attention-cuda", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-athralk-flash-attention-cuda", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-athralk-flash-attention-cuda", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-athralk-flash-attention-cuda", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-athralk-flash-attention-cuda", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-athralk-flash-attention-cuda", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-athralk-flash-attention-cuda", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-naveedprojects-flash-attention-cuda", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-naveedprojects-flash-attention-cuda", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-naveedprojects-flash-attention-cuda", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-naveedprojects-flash-attention-cuda", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-naveedprojects-flash-attention-cuda", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-naveedprojects-flash-attention-cuda", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-naveedprojects-flash-attention-cuda", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-naveedprojects-flash-attention-cuda", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-456564-flash-attention-cuda", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-456564-flash-attention-cuda", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-456564-flash-attention-cuda", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-456564-flash-attention-cuda", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-456564-flash-attention-cuda", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-456564-flash-attention-cuda", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-456564-flash-attention-cuda", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-456564-flash-attention-cuda", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sarthakyadav-audio-mamba-official", "dst": "surface:ssm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xinguang-minimamba", "dst": "surface:ssm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bond1995-markov-mamba", "dst": "surface:ssm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tamlhp-awesome-mamba-ts", "dst": "surface:ssm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-byan3sam-mamba-gpu-acceleration", "dst": "surface:ssm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-polyudavid-ssf-mamba-selective-state-space-fusion-for-occlusion-resilient-pedest", "dst": "surface:ssm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yannpointud-daikoku", "dst": "surface:ssm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-leatun-mamba-cpp", "dst": "surface:ssm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-rooshmica-nlp-neural-network-architectures-research", "dst": "surface:ssm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fahd-8-mamba-from-scratch", "dst": "surface:ssm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ekirimlioglu-canes", "dst": "surface:ssm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ssdhoka06-migrainemamba", "dst": "surface:ssm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-rahul-14507-mellm", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ashworks1706-kaelum", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sh1v-ansh-moe-router", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jakub1m-chess-engine-gnn", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fatihsoysalcom-mixture-of-experts-routing-simulation", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ilyalasy-routerinterp", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-noeflandre-moe-routing-algorithm", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sharmax-vikas-moe-router", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-guangxiangdebizi-dynamic-moe-reading-notes", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-cameronsjo-agent-pool", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-joaz94-larp-protocol", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-chaosmethod-mdea-control-architecture", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jxsh341-dyna-run", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bl4ckd09-moe-routing-simulator", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-minerva07-modular-vision-based-multi-task-learning-for-diabetic-retinopathy-anal", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-rfwalsh1998-token-adaptive-hybrid-ssm-attention-with-state-informed-sparse-moe-p", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-deepseek-ai-flashmla", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-deepseek-ai-flashmla", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-deepseek-ai-flashmla", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-deepseek-ai-flashmla", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-deepseek-ai-flashmla", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-deepseek-ai-flashmla", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-deepseek-ai-flashmla", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-deepseek-ai-flashmla", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ambisinister-mla-experiments", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ambisinister-mla-experiments", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ambisinister-mla-experiments", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ambisinister-mla-experiments", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ambisinister-mla-experiments", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ambisinister-mla-experiments", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ambisinister-mla-experiments", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ambisinister-mla-experiments", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jt-ushio-mha2mla", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jt-ushio-mha2mla", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jt-ushio-mha2mla", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jt-ushio-mha2mla", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jt-ushio-mha2mla", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jt-ushio-mha2mla", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jt-ushio-mha2mla", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jt-ushio-mha2mla", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-joey00072-multi-head-latent-attention-mla", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-joey00072-multi-head-latent-attention-mla", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-joey00072-multi-head-latent-attention-mla", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-joey00072-multi-head-latent-attention-mla", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-joey00072-multi-head-latent-attention-mla", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-joey00072-multi-head-latent-attention-mla", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-joey00072-multi-head-latent-attention-mla", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-joey00072-multi-head-latent-attention-mla", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-junfanz1-minigpt-and-deepseek-mla-multi-head-latent-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-junfanz1-minigpt-and-deepseek-mla-multi-head-latent-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-junfanz1-minigpt-and-deepseek-mla-multi-head-latent-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-junfanz1-minigpt-and-deepseek-mla-multi-head-latent-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-junfanz1-minigpt-and-deepseek-mla-multi-head-latent-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-junfanz1-minigpt-and-deepseek-mla-multi-head-latent-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-junfanz1-minigpt-and-deepseek-mla-multi-head-latent-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-junfanz1-minigpt-and-deepseek-mla-multi-head-latent-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bet0x-transmla-converter", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bet0x-transmla-converter", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bet0x-transmla-converter", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bet0x-transmla-converter", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bet0x-transmla-converter", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bet0x-transmla-converter", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bet0x-transmla-converter", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bet0x-transmla-converter", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sailkiki-mla", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sailkiki-mla", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sailkiki-mla", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sailkiki-mla", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sailkiki-mla", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sailkiki-mla", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sailkiki-mla", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sailkiki-mla", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-aarambhdevhub-apex-1", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-aarambhdevhub-apex-1", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-aarambhdevhub-apex-1", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-aarambhdevhub-apex-1", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-aarambhdevhub-apex-1", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-aarambhdevhub-apex-1", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-aarambhdevhub-apex-1", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-aarambhdevhub-apex-1", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sshkhr-mla-pytorch", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sshkhr-mla-pytorch", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sshkhr-mla-pytorch", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sshkhr-mla-pytorch", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sshkhr-mla-pytorch", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sshkhr-mla-pytorch", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sshkhr-mla-pytorch", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sshkhr-mla-pytorch", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bonginn-vlm-mla", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bonginn-vlm-mla", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bonginn-vlm-mla", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bonginn-vlm-mla", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bonginn-vlm-mla", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bonginn-vlm-mla", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bonginn-vlm-mla", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bonginn-vlm-mla", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thomaschlt-mla-c", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thomaschlt-mla-c", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thomaschlt-mla-c", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thomaschlt-mla-c", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thomaschlt-mla-c", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thomaschlt-mla-c", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thomaschlt-mla-c", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thomaschlt-mla-c", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-futuremls-lab-care", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-futuremls-lab-care", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-futuremls-lab-care", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-futuremls-lab-care", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-futuremls-lab-care", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-futuremls-lab-care", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-futuremls-lab-care", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-futuremls-lab-care", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-devmanpreet5-multihead-latentattention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-devmanpreet5-multihead-latentattention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-devmanpreet5-multihead-latentattention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-devmanpreet5-multihead-latentattention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-devmanpreet5-multihead-latentattention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-devmanpreet5-multihead-latentattention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-devmanpreet5-multihead-latentattention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-devmanpreet5-multihead-latentattention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-qingzheng-wang-shallowmla", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-qingzheng-wang-shallowmla", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-qingzheng-wang-shallowmla", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-qingzheng-wang-shallowmla", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-qingzheng-wang-shallowmla", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-qingzheng-wang-shallowmla", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-qingzheng-wang-shallowmla", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-qingzheng-wang-shallowmla", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kranium2002-cacheshrink", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kranium2002-cacheshrink", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kranium2002-cacheshrink", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kranium2002-cacheshrink", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kranium2002-cacheshrink", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kranium2002-cacheshrink", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kranium2002-cacheshrink", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kranium2002-cacheshrink", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kimtth-learn-ai-by-hand-deepseek-solution", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kimtth-learn-ai-by-hand-deepseek-solution", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kimtth-learn-ai-by-hand-deepseek-solution", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kimtth-learn-ai-by-hand-deepseek-solution", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kimtth-learn-ai-by-hand-deepseek-solution", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kimtth-learn-ai-by-hand-deepseek-solution", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kimtth-learn-ai-by-hand-deepseek-solution", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kimtth-learn-ai-by-hand-deepseek-solution", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-r4unak-t4-multi-head-latent-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-r4unak-t4-multi-head-latent-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-r4unak-t4-multi-head-latent-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-r4unak-t4-multi-head-latent-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-r4unak-t4-multi-head-latent-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-r4unak-t4-multi-head-latent-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-r4unak-t4-multi-head-latent-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-r4unak-t4-multi-head-latent-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lx9182-multi-head-latent-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lx9182-multi-head-latent-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lx9182-multi-head-latent-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lx9182-multi-head-latent-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lx9182-multi-head-latent-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lx9182-multi-head-latent-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lx9182-multi-head-latent-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lx9182-multi-head-latent-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-keeratpreetsingh-multi-head-latent-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-keeratpreetsingh-multi-head-latent-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-keeratpreetsingh-multi-head-latent-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-keeratpreetsingh-multi-head-latent-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-keeratpreetsingh-multi-head-latent-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-keeratpreetsingh-multi-head-latent-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-keeratpreetsingh-multi-head-latent-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-keeratpreetsingh-multi-head-latent-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-azliu0-mla-poc", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-azliu0-mla-poc", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-azliu0-mla-poc", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-azliu0-mla-poc", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-azliu0-mla-poc", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-azliu0-mla-poc", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-azliu0-mla-poc", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-azliu0-mla-poc", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fla-org-native-sparse-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fla-org-native-sparse-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fla-org-native-sparse-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fla-org-native-sparse-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fla-org-native-sparse-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fla-org-native-sparse-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fla-org-native-sparse-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fla-org-native-sparse-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-native-sparse-attention-pytorch", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-native-sparse-attention-pytorch", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-native-sparse-attention-pytorch", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-native-sparse-attention-pytorch", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-native-sparse-attention-pytorch", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-native-sparse-attention-pytorch", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-native-sparse-attention-pytorch", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-native-sparse-attention-pytorch", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xunhaolai-native-sparse-attention-triton", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xunhaolai-native-sparse-attention-triton", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xunhaolai-native-sparse-attention-triton", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xunhaolai-native-sparse-attention-triton", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xunhaolai-native-sparse-attention-triton", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xunhaolai-native-sparse-attention-triton", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xunhaolai-native-sparse-attention-triton", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xunhaolai-native-sparse-attention-triton", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-relaxed-system-lab-flash-sparse-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-relaxed-system-lab-flash-sparse-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-relaxed-system-lab-flash-sparse-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-relaxed-system-lab-flash-sparse-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-relaxed-system-lab-flash-sparse-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-relaxed-system-lab-flash-sparse-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-relaxed-system-lab-flash-sparse-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-relaxed-system-lab-flash-sparse-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mdy666-qwen-native-sparse-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mdy666-qwen-native-sparse-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mdy666-qwen-native-sparse-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mdy666-qwen-native-sparse-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mdy666-qwen-native-sparse-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mdy666-qwen-native-sparse-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mdy666-qwen-native-sparse-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mdy666-qwen-native-sparse-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dhcode-cpp-nsa-pytorch", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dhcode-cpp-nsa-pytorch", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dhcode-cpp-nsa-pytorch", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dhcode-cpp-nsa-pytorch", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dhcode-cpp-nsa-pytorch", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dhcode-cpp-nsa-pytorch", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dhcode-cpp-nsa-pytorch", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dhcode-cpp-nsa-pytorch", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fal-ai-community-nativesparseattention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fal-ai-community-nativesparseattention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fal-ai-community-nativesparseattention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fal-ai-community-nativesparseattention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fal-ai-community-nativesparseattention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fal-ai-community-nativesparseattention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fal-ai-community-nativesparseattention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fal-ai-community-nativesparseattention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fal-ai-community-nativesparseattention", "dst": "paper-2502.11089", "rel": "implements"}
{"type": "edge", "src": "repo-mdy666-scalable-flash-native-sparse-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mdy666-scalable-flash-native-sparse-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mdy666-scalable-flash-native-sparse-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mdy666-scalable-flash-native-sparse-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mdy666-scalable-flash-native-sparse-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mdy666-scalable-flash-native-sparse-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mdy666-scalable-flash-native-sparse-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mdy666-scalable-flash-native-sparse-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tilde-research-nsa-release", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tilde-research-nsa-release", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tilde-research-nsa-release", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tilde-research-nsa-release", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tilde-research-nsa-release", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tilde-research-nsa-release", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tilde-research-nsa-release", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tilde-research-nsa-release", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-a-hamdi-native-sparse-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-a-hamdi-native-sparse-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-a-hamdi-native-sparse-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-a-hamdi-native-sparse-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-a-hamdi-native-sparse-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-a-hamdi-native-sparse-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-a-hamdi-native-sparse-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-a-hamdi-native-sparse-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-espere-1119-song-videonsa", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-espere-1119-song-videonsa", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-espere-1119-song-videonsa", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-espere-1119-song-videonsa", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-espere-1119-song-videonsa", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-espere-1119-song-videonsa", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-espere-1119-song-videonsa", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-espere-1119-song-videonsa", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yukavio-nsa", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yukavio-nsa", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yukavio-nsa", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yukavio-nsa", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yukavio-nsa", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yukavio-nsa", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yukavio-nsa", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yukavio-nsa", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shreyashkar-ml-native-sparse-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shreyashkar-ml-native-sparse-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shreyashkar-ml-native-sparse-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shreyashkar-ml-native-sparse-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shreyashkar-ml-native-sparse-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shreyashkar-ml-native-sparse-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shreyashkar-ml-native-sparse-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shreyashkar-ml-native-sparse-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-andrewboessen-cuda-native-sparse-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-andrewboessen-cuda-native-sparse-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-andrewboessen-cuda-native-sparse-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-andrewboessen-cuda-native-sparse-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-andrewboessen-cuda-native-sparse-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-andrewboessen-cuda-native-sparse-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-andrewboessen-cuda-native-sparse-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-andrewboessen-cuda-native-sparse-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zeroagi-nsa-pytorch", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zeroagi-nsa-pytorch", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zeroagi-nsa-pytorch", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zeroagi-nsa-pytorch", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zeroagi-nsa-pytorch", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zeroagi-nsa-pytorch", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zeroagi-nsa-pytorch", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zeroagi-nsa-pytorch", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yuan-manx-nativesparseattention-pytorch", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yuan-manx-nativesparseattention-pytorch", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yuan-manx-nativesparseattention-pytorch", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yuan-manx-nativesparseattention-pytorch", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yuan-manx-nativesparseattention-pytorch", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yuan-manx-nativesparseattention-pytorch", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yuan-manx-nativesparseattention-pytorch", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yuan-manx-nativesparseattention-pytorch", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-harleycoops-nativesparseattention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-harleycoops-nativesparseattention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-harleycoops-nativesparseattention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-harleycoops-nativesparseattention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-harleycoops-nativesparseattention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-harleycoops-nativesparseattention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-harleycoops-nativesparseattention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-harleycoops-nativesparseattention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gaspardbd-nativesparseattention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gaspardbd-nativesparseattention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gaspardbd-nativesparseattention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gaspardbd-nativesparseattention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gaspardbd-nativesparseattention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gaspardbd-nativesparseattention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gaspardbd-nativesparseattention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gaspardbd-nativesparseattention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jyroy-native-sparse-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jyroy-native-sparse-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jyroy-native-sparse-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jyroy-native-sparse-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jyroy-native-sparse-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jyroy-native-sparse-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jyroy-native-sparse-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jyroy-native-sparse-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-pow9791-native-sparse-attention", "dst": "surface:ringattn", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-pow9791-native-sparse-attention", "dst": "surface:mla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-pow9791-native-sparse-attention", "dst": "surface:nsa", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-pow9791-native-sparse-attention", "dst": "surface:kla", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-pow9791-native-sparse-attention", "dst": "surface:goat", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-pow9791-native-sparse-attention", "dst": "surface:aimc", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-pow9791-native-sparse-attention", "dst": "surface:kvcache", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-pow9791-native-sparse-attention", "dst": "surface:blt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-rajveer43-titan-transformer", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-rajveer43-titan-transformer", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-rajveer43-titan-transformer", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-rajveer43-titan-transformer", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-codewithdark-git-titans-transformer", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-codewithdark-git-titans-transformer", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-codewithdark-git-titans-transformer", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-codewithdark-git-titans-transformer", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ddl-wasanthag-titan-on-domino", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ddl-wasanthag-titan-on-domino", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ddl-wasanthag-titan-on-domino", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ddl-wasanthag-titan-on-domino", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-cd-rajveer-titans-transformer", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-cd-rajveer-titans-transformer", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-cd-rajveer-titans-transformer", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-cd-rajveer-titans-transformer", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-exveria1015-mac-titans-transformer", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-exveria1015-mac-titans-transformer", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-exveria1015-mac-titans-transformer", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-exveria1015-mac-titans-transformer", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kyleliang919-long-context-transformers", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kyleliang919-long-context-transformers", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kyleliang919-long-context-transformers", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kyleliang919-long-context-transformers", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-feifeibear-long-context-attention", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-feifeibear-long-context-attention", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-feifeibear-long-context-attention", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-feifeibear-long-context-attention", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thuml-timer-xl", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thuml-timer-xl", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thuml-timer-xl", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thuml-timer-xl", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-arnavdantuluri-long-context-transformers", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-arnavdantuluri-long-context-transformers", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-arnavdantuluri-long-context-transformers", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-arnavdantuluri-long-context-transformers", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vilmarzti-long-context-transformers", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vilmarzti-long-context-transformers", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vilmarzti-long-context-transformers", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vilmarzti-long-context-transformers", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-malikatlas-kpi-aware-financial-summarization-long-context-transformers", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-malikatlas-kpi-aware-financial-summarization-long-context-transformers", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-malikatlas-kpi-aware-financial-summarization-long-context-transformers", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-malikatlas-kpi-aware-financial-summarization-long-context-transformers", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-khannbilal-legal-document-qa-with-long-context-transformers", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-khannbilal-legal-document-qa-with-long-context-transformers", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-khannbilal-legal-document-qa-with-long-context-transformers", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-khannbilal-legal-document-qa-with-long-context-transformers", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-js-hwang1-bridge-aware-kv-cache-eviction-for-efficient-long-context-transformers", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-js-hwang1-bridge-aware-kv-cache-eviction-for-efficient-long-context-transformers", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-js-hwang1-bridge-aware-kv-cache-eviction-for-efficient-long-context-transformers", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-js-hwang1-bridge-aware-kv-cache-eviction-for-efficient-long-context-transformers", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zitacron-cron-root-attention", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zitacron-cron-root-attention", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zitacron-cron-root-attention", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zitacron-cron-root-attention", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vishesh711-development-of-a-long-context-transformer-within-rag-for-enhanced-doc", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vishesh711-development-of-a-long-context-transformer-within-rag-for-enhanced-doc", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vishesh711-development-of-a-long-context-transformer-within-rag-for-enhanced-doc", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vishesh711-development-of-a-long-context-transformer-within-rag-for-enhanced-doc", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-phuocdang2104-xai-faithfulness-finance-transformer", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-phuocdang2104-xai-faithfulness-finance-transformer", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-phuocdang2104-xai-faithfulness-finance-transformer", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-phuocdang2104-xai-faithfulness-finance-transformer", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nayvidtechnology-spectral-attention", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nayvidtechnology-spectral-attention", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nayvidtechnology-spectral-attention", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nayvidtechnology-spectral-attention", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-comsa33-ehpc-research", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-comsa33-ehpc-research", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-comsa33-ehpc-research", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-comsa33-ehpc-research", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-learnmernprojects-aims-importance-aware-multi-document-news-summarization", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-learnmernprojects-aims-importance-aware-multi-document-news-summarization", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-learnmernprojects-aims-importance-aware-multi-document-news-summarization", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-learnmernprojects-aims-importance-aware-multi-document-news-summarization", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-manishklach-ghostkv-lab", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-manishklach-ghostkv-lab", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-manishklach-ghostkv-lab", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-manishklach-ghostkv-lab", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-amgrobelnik-ai-invention-99ce66-girth-optimized-sparse-attention-for-mul", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-amgrobelnik-ai-invention-99ce66-girth-optimized-sparse-attention-for-mul", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-amgrobelnik-ai-invention-99ce66-girth-optimized-sparse-attention-for-mul", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-amgrobelnik-ai-invention-99ce66-girth-optimized-sparse-attention-for-mul", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kantkrishan0206-crypto-memory-efficient-preference-optimization-runtime", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kantkrishan0206-crypto-memory-efficient-preference-optimization-runtime", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kantkrishan0206-crypto-memory-efficient-preference-optimization-runtime", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kantkrishan0206-crypto-memory-efficient-preference-optimization-runtime", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kiloware-artifact-kiloware", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kiloware-artifact-kiloware", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kiloware-artifact-kiloware", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kiloware-artifact-kiloware", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-exo-explore-mlx-bitnet", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-exo-explore-mlx-bitnet", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-wenlun-zhang-bitrom", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-wenlun-zhang-bitrom", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xie-1399-llm-accelerator", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xie-1399-llm-accelerator", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-heyross-tauchip", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-heyross-tauchip", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-brainlessboy-bitnet", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-brainlessboy-bitnet", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kevin-li-2025-bitnet-1p58b-experiments", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kevin-li-2025-bitnet-1p58b-experiments", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-emiluzelac-ternary-bonsai-webgpu", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-emiluzelac-ternary-bonsai-webgpu", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-p14162008-bitnet-triton", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-p14162008-bitnet-triton", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-spinal-cord-llm-2-bit-inference-kernel", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-spinal-cord-llm-2-bit-inference-kernel", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-floatingcomet62-1-58bitllm", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-floatingcomet62-1-58bitllm", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-devetak-1-58bitllm", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-devetak-1-58bitllm", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-amiri1i-persian-1-58bit-llm", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-amiri1i-persian-1-58bit-llm", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vpragadeesh-1-58-bit-llm-250m", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vpragadeesh-1-58-bit-llm-250m", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-rahulh0018-1-58-bit-llm-sentiment-analysis", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-rahulh0018-1-58-bit-llm-sentiment-analysis", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-revanthraj28-1-58-bit-llm-sentiment-analysis", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-revanthraj28-1-58-bit-llm-sentiment-analysis", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-walthunter-1-58-bit-llm-sentiment-analysis", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-walthunter-1-58-bit-llm-sentiment-analysis", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vpragadeesh-1-58-bit-llm-trubo-quant", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vpragadeesh-1-58-bit-llm-trubo-quant", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ak1027-arvix-1-58bit-llm-implementation", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ak1027-arvix-1-58bit-llm-implementation", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shank4034-1-58-bit-llm-sentiment-analysis", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shank4034-1-58-bit-llm-sentiment-analysis", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-leszkolukasz-training-1-58bit-llms-via-distillation", "dst": "surface:ternary", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-leszkolukasz-training-1-58bit-llms-via-distillation", "dst": "surface:catq", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ielab-starbucks", "dst": "surface:matgran", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-otereshin-matryoshka-quantization-analysis", "dst": "surface:matgran", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-cartisien-extensa", "dst": "surface:matgran", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tensorchord-pgvecto-rs-matryoshka-embeddings-benchmark", "dst": "surface:matgran", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-intuition-labs-llc-ix-search", "dst": "surface:matgran", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-j2whiting-wiki-contextual-bandit", "dst": "surface:matgran", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-phoenix-assistant-embedding-compression-library", "dst": "surface:matgran", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bhautikpatel7-matryoshka-embeddings", "dst": "surface:matgran", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nickprock-matryoshka-embeddings", "dst": "surface:matgran", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nis12ram-mrl-and-binary-embeddings", "dst": "surface:matgran", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-abdullahhrashid-elastic-matryoshka-embeddings", "dst": "surface:matgran", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jonathan-politzki-shared-matryoshka", "dst": "surface:matgran", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-agilemeshnet-foveation", "dst": "surface:matgran", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yuce-finetune-embedding-model", "dst": "surface:matgran", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-cadenshokat-aws-rag-embeddings", "dst": "surface:matgran", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-brendanjameslynskey-rag-01-embedding-models", "dst": "surface:matgran", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-katrina-lawrence-hierarchical-embeddings", "dst": "surface:matgran", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hadronomy-canary", "dst": "surface:matgran", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-puneet15556-rag-advance", "dst": "surface:matgran", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-raymin0223-mixture-of-recursions", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-singhabhinav04-mixture-of-recursions", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-deyvitt-mor", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mingo-wu1-mixture-of-recursions", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ratnaditya-j-mixtureofrecursions", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-algocrat-simplified-mor-mvp", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jsymons3-mixture-of-recursions", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gowtham-source-mor-llm-mixture-of-recursions-small-large-language-model", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mokira3d48-mor", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gbasi18-mixture-of-recursions-for-vision", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ipariket-mor-turboquant-recursion-aware-compressed-kv-cache", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-htjain-mixture-of-recursions", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gbyuvd-mo2berta-proto", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-marianbasti-mixture-of-recursions", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jvanleur2234-glitch-mixture-of-recursions", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mmprotest-mixture-of-recursions", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bugscreator-mixture-of-recursions", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-airman-and-mixture-of-recursions-reproduction", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-rohityalavarthy-mixture-of-recursions-sandbox", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gbyuvd-mo2berta-v2-proto", "dst": "surface:mor", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-z-lab-dflash", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-deepseek-ai-deepspec", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hemingkx-speculativedecodingpapers", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sgl-project-specforge", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-feifeibear-llmspeculativesampling", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tanishqkumar-ssd", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-bstnxbt-dflash-mlx", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-infini-ai-lab-sequoia", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-apoorvumang-prompt-lookup-decoding", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-aryagm-dflash-mlx", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lightseekorg-torchspec", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lucidrains-speculative-decoding", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vllm-project-speculators", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-fasterdecoding-rest", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-smart-lty-nano-pearl", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-facebookresearch-layerskip", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-romsto-speculative-decoding", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hemingkx-spec-bench", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-dilab-zju-self-speculative-decoding", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-njunlp-mcsd", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-simplescaling-s1", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-simplescaling-s1", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-simplescaling-s1", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-qixucen-atom", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-qixucen-atom", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-qixucen-atom", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-metastone-ai-xbai-o4", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-metastone-ai-xbai-o4", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-metastone-ai-xbai-o4", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-threesr-awesome-inference-time-scaling", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-threesr-awesome-inference-time-scaling", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-threesr-awesome-inference-time-scaling", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thu-si-video-t1", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thu-si-video-t1", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-thu-si-video-t1", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sakanaai-rlt", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sakanaai-rlt", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sakanaai-rlt", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ryanliu112-compute-optimal-tts", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ryanliu112-compute-optimal-tts", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ryanliu112-compute-optimal-tts", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gair-nlp-cognition-engineering", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gair-nlp-cognition-engineering", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gair-nlp-cognition-engineering", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zhengkid-autotts", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zhengkid-autotts", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zhengkid-autotts", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ali-vilab-tts-var", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ali-vilab-tts-var", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ali-vilab-tts-var", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-infini-ai-lab-kinetics", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-infini-ai-lab-kinetics", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-infini-ai-lab-kinetics", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-batsresearch-crosslingual-test-time-scaling", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-batsresearch-crosslingual-test-time-scaling", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-batsresearch-crosslingual-test-time-scaling", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-katopz-katgpt-rs", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-katopz-katgpt-rs", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-katopz-katgpt-rs", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jincan333-mas-tts", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jincan333-mas-tts", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jincan333-mas-tts", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-testtimescaling-testtimescaling-github-io", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-testtimescaling-testtimescaling-github-io", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-testtimescaling-testtimescaling-github-io", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xuyige-softcot", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xuyige-softcot", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xuyige-softcot", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-breez3young-taco", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-breez3young-taco", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-breez3young-taco", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-umass-embodied-agi-mindjourney", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-umass-embodied-agi-mindjourney", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-umass-embodied-agi-mindjourney", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-safo-lab-autodan-reasoning", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-safo-lab-autodan-reasoning", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-safo-lab-autodan-reasoning", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-modalitydance-latenttts", "dst": "surface:testtime", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-modalitydance-latenttts", "dst": "surface:inplacettt", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-modalitydance-latenttts", "dst": "surface:hrm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-aabhimittal-pagedattention-inference", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nicholas-patapoff-paged-attention-inference-engine", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kennethjefferson-ccg-app-cuda-vllmpagedinference", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-cdliang11-deepseek-moe-cpp", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nonlinearworld001-llms-learning", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zhenyuliu1225-deepseek-moe", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kd1994-deepseek-moe-smollm", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-karthik-ragunath-deepseek-moe-explainer", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sarthak-boston-codes-assignment-7-week-8-sarthak-hpc-for-ai", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jenwei0312-deepseek-moe", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-claude216-z2h-moe", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xinpengzz-toy-deepseek-moe", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-rishvesh-deepseek-moe-mini", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-colorpencil14-moemanim", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-wxr123-wxr-qwen-deepseek-moe-c-cuda-pytorch-c-extension", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sudormrf-dev-deepseek-production-cookbook", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tianyirnj-moe-text-classifier", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-atandra2000-fusionllm", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-justin-ljw-grandline-llm", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-0xtoward-ai-infra-interview", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lu-yu-zhen-a-simple-dsmoe", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-n3ural-h4x-arcforge", "dst": "surface:moe", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ibm-soft-masked-diffusion-language-models", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ibm-soft-masked-diffusion-language-models", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ibm-soft-masked-diffusion-language-models", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ibm-soft-masked-diffusion-language-models", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-facebookresearch-spg", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-facebookresearch-spg", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-facebookresearch-spg", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-facebookresearch-spg", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-s-sahoo-scaling-dllms", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-s-sahoo-scaling-dllms", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-s-sahoo-scaling-dllms", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-s-sahoo-scaling-dllms", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-scottstts-learning-diffusion-lm", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-scottstts-learning-diffusion-lm", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-scottstts-learning-diffusion-lm", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-scottstts-learning-diffusion-lm", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-autonomousvision-mdpo", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-autonomousvision-mdpo", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-autonomousvision-mdpo", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-autonomousvision-mdpo", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-leegeoru-mdu", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-leegeoru-mdu", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-leegeoru-mdu", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-leegeoru-mdu", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-algolzw-self-rewarding-smc", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-algolzw-self-rewarding-smc", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-algolzw-self-rewarding-smc", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-algolzw-self-rewarding-smc", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kuleshov-char-mdlm", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kuleshov-char-mdlm", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kuleshov-char-mdlm", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kuleshov-char-mdlm", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yjyddq-eoser-ass-rl", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yjyddq-eoser-ass-rl", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yjyddq-eoser-ass-rl", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-yjyddq-eoser-ass-rl", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-despoinakk-babylm-diffusion", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-despoinakk-babylm-diffusion", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-despoinakk-babylm-diffusion", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-despoinakk-babylm-diffusion", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-haru-lcy-voidpadding", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-haru-lcy-voidpadding", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-haru-lcy-voidpadding", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-haru-lcy-voidpadding", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kuleshov-simple-masked-diffusion-language-models", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kuleshov-simple-masked-diffusion-language-models", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kuleshov-simple-masked-diffusion-language-models", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kuleshov-simple-masked-diffusion-language-models", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vibha-ctrl-maskeddiffusionlanguagemodelfromscratch", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vibha-ctrl-maskeddiffusionlanguagemodelfromscratch", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vibha-ctrl-maskeddiffusionlanguagemodelfromscratch", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-vibha-ctrl-maskeddiffusionlanguagemodelfromscratch", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-andresnowak-masked-diffusion-language-models", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-andresnowak-masked-diffusion-language-models", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-andresnowak-masked-diffusion-language-models", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-andresnowak-masked-diffusion-language-models", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ziyigu2004-clad", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ziyigu2004-clad", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ziyigu2004-clad", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ziyigu2004-clad", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lulzx-masked", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lulzx-masked", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lulzx-masked", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lulzx-masked", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-raishish-discrete-diffusion-rome", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-raishish-discrete-diffusion-rome", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-raishish-discrete-diffusion-rome", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-raishish-discrete-diffusion-rome", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tomerg711-mdu", "dst": "surface:dllm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tomerg711-mdu", "dst": "surface:elf", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tomerg711-mdu", "dst": "surface:s3search", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tomerg711-mdu", "dst": "surface:flowmatch", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-goekdeniz-guelmez-mlx-kan", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jindeok-cf-kan", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kozmojor-tensorflow-implementation-of-kan", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-lee-jaewon-kan-mixer", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-menghuan1918-kan-models", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-xatta-trone-awesome-kan", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-samhitha-07-3dof-robotic-arm-using-kan", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-slitvinov-kan", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-realrohilbansal-kan-implementation", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-sanowl-kan-kolmogorov-arnold-networks", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-kohena-hazra-kan-kolmogorov-arnold-network", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-rhfz1-kan-kolmogorov-arnold-networks", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-mamdaliof-kan-kolmogorov-arnold-networks", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-zeshenbao-kan-kolmogorov-arnold-networks", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-moganlab-kan-kolmogorov-arnold-networks", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-poppinelo-mini-kan", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ifares-csi-tfkan", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-ifares-csi-ckan", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-tuamah-kanboost", "dst": "surface:kan", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-jumpingjo01-distributed-llm-engine", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shivam-39-speculative-decoding-llm", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hussamkhoury-speculative-decoding-llm", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-gpar377-speculative-decoding-llm", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-treibs-kp-speculative-decoding-llms", "dst": "surface:specdecode", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-nishchal-11-tars-navy", "dst": "surface:ssm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-aobo-xu-hybridmorph", "dst": "surface:ssm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-hujiyo-pawlette", "dst": "surface:ssm", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shubham142856-knowledge-intelligence-assistant", "dst": "surface:titans", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shubham142856-knowledge-intelligence-assistant", "dst": "surface:nested", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shubham142856-knowledge-intelligence-assistant", "dst": "surface:episodic", "rel": "maps-to-surface"}
{"type": "edge", "src": "repo-shubham142856-knowledge-intelligence-assistant", "dst": "surface:graphmem", "rel": "maps-to-surface"}
{"type": "edge", "src": "paper-2312.00752", "dst": "person-albert-gu", "rel": "authored-by"}
{"type": "edge", "src": "paper-2405.21060", "dst": "person-albert-gu", "rel": "authored-by"}
{"type": "edge", "src": "paper-2205.14135", "dst": "person-tri-dao", "rel": "authored-by"}
{"type": "edge", "src": "paper-2307.08691", "dst": "person-tri-dao", "rel": "authored-by"}
{"type": "edge", "src": "paper-2312.00752", "dst": "person-tri-dao", "rel": "authored-by"}
{"type": "edge", "src": "paper-2310.01889", "dst": "person-hao-liu", "rel": "authored-by"}
{"type": "edge", "src": "paper-2310.01889", "dst": "person-pieter-abbeel", "rel": "authored-by"}
{"type": "edge", "src": "paper-2404.19756", "dst": "person-ziming-liu", "rel": "authored-by"}
{"type": "edge", "src": "paper-2404.19756", "dst": "person-max-tegmark", "rel": "authored-by"}
{"type": "edge", "src": "paper-2408.10205", "dst": "person-ziming-liu", "rel": "authored-by"}
{"type": "edge", "src": "paper-2501.00663", "dst": "person-ali-behrouz", "rel": "authored-by"}
{"type": "edge", "src": "paper-1701.06538", "dst": "person-noam-shazeer", "rel": "authored-by"}
{"type": "edge", "src": "paper-2101.03961", "dst": "person-william-fedus", "rel": "authored-by"}
{"type": "edge", "src": "paper-2402.17764", "dst": "person-shuming-ma", "rel": "authored-by"}
{"type": "edge", "src": "paper-2402.17764", "dst": "person-furu-wei", "rel": "authored-by"}
{"type": "edge", "src": "paper-2310.11453", "dst": "person-furu-wei", "rel": "authored-by"}
{"type": "edge", "src": "paper-2211.17192", "dst": "person-yaniv-leviathan", "rel": "authored-by"}
{"type": "edge", "src": "paper-2211.17192", "dst": "person-yuhuai-wu", "rel": "authored-by"}
{"type": "edge", "src": "paper-2401.15077", "dst": "person-hongyi-wang", "rel": "authored-by"}
{"type": "edge", "src": "paper-2205.13147", "dst": "person-aditya-kusupati", "rel": "authored-by"}
{"type": "edge", "src": "paper-2408.03314", "dst": "person-shengjia-zhao", "rel": "authored-by"}
{"type": "edge", "src": "paper-2502.09992", "dst": "person-shen-nie", "rel": "authored-by"}
{"type": "edge", "src": "paper-2502.09992", "dst": "person-chongxuan-li", "rel": "authored-by"}
{"type": "edge", "src": "paper-2310.16834", "dst": "person-aaron-lou", "rel": "authored-by"}
{"type": "edge", "src": "paper-2406.07524", "dst": "person-subham-sekhar-sahoo", "rel": "authored-by"}
{"type": "edge", "src": "paper-2405.04434", "dst": "lab-deepseek", "rel": "from-lab"}
{"type": "edge", "src": "paper-2412.19437", "dst": "lab-deepseek", "rel": "from-lab"}
{"type": "edge", "src": "paper-2408.15664", "dst": "lab-deepseek", "rel": "from-lab"}
{"type": "edge", "src": "paper-2501.12948", "dst": "lab-deepseek", "rel": "from-lab"}
{"type": "edge", "src": "paper-2502.11089", "dst": "lab-deepseek", "rel": "from-lab"}
{"type": "edge", "src": "paper-2501.00663", "dst": "lab-google-deepmind", "rel": "from-lab"}
{"type": "edge", "src": "paper-2507.10524", "dst": "lab-google-deepmind", "rel": "from-lab"}
{"type": "edge", "src": "paper-2404.07143", "dst": "lab-google-deepmind", "rel": "from-lab"}
{"type": "edge", "src": "paper-2404.02258", "dst": "lab-google-deepmind", "rel": "from-lab"}
{"type": "edge", "src": "paper-2205.13147", "dst": "lab-googleresearch", "rel": "from-lab"}
{"type": "edge", "src": "paper-2310.07707", "dst": "lab-googleresearch", "rel": "from-lab"}
{"type": "edge", "src": "paper-1701.06538", "dst": "lab-googleresearch", "rel": "from-lab"}
{"type": "edge", "src": "paper-2101.03961", "dst": "lab-googleresearch", "rel": "from-lab"}
{"type": "edge", "src": "paper-2211.17192", "dst": "lab-googleresearch", "rel": "from-lab"}
{"type": "edge", "src": "paper-2402.17764", "dst": "lab-microsoft-research", "rel": "from-lab"}
{"type": "edge", "src": "paper-2310.11453", "dst": "lab-microsoft-research", "rel": "from-lab"}
{"type": "edge", "src": "paper-2504.18415", "dst": "lab-microsoft-research", "rel": "from-lab"}
{"type": "edge", "src": "paper-2405.05254", "dst": "lab-microsoft-research", "rel": "from-lab"}
{"type": "edge", "src": "paper-2401.04088", "dst": "lab-mistral", "rel": "from-lab"}
{"type": "edge", "src": "paper-2410.05258", "dst": "lab-meta-fair", "rel": "from-lab"}
{"type": "edge", "src": "paper-2408.11039", "dst": "lab-meta-fair", "rel": "from-lab"}
{"type": "edge", "src": "paper-2404.16710", "dst": "lab-meta-fair", "rel": "from-lab"}
{"type": "edge", "src": "paper-2310.01889", "dst": "lab-berkeley-bair", "rel": "from-lab"}
{"type": "edge", "src": "paper-2205.14135", "dst": "lab-princeton", "rel": "from-lab"}
{"type": "edge", "src": "paper-2312.00752", "dst": "lab-princeton", "rel": "from-lab"}
{"type": "edge", "src": "paper-2405.21060", "dst": "lab-princeton", "rel": "from-lab"}
{"type": "edge", "src": "paper-2305.09781", "dst": "lab-cmu-catalyst", "rel": "from-lab"}
{"type": "edge", "src": "paper-2409.02060", "dst": "lab-allenai", "rel": "from-lab"}
{"type": "edge", "src": "paper-2404.19756", "dst": "lab-mit-csail", "rel": "from-lab"}
{"type": "edge", "src": "paper-2408.10205", "dst": "lab-mit-csail", "rel": "from-lab"}
{"type": "edge", "src": "paper-2501.15383", "dst": "lab-alibaba-qwen", "rel": "from-lab"}
{"type": "edge", "src": "paper-2408.03314", "dst": "lab-google-deepmind", "rel": "from-lab"}
{"type": "edge", "src": "paper-2502.09992", "dst": "lab-hkunlp", "rel": "from-lab"}
{"type": "edge", "src": "paper-2406.07524", "dst": "lab-cornell", "rel": "from-lab"}
{"type": "edge", "src": "paper-2310.16834", "dst": "lab-cornell", "rel": "from-lab"}
{"type": "edge", "src": "paper-2404.05892", "dst": "lab-eleutherai", "rel": "from-lab"}
{"type": "edge", "src": "repo-zhuzilin-ring-flash-attention", "dst": "paper-2310.01889", "rel": "implements"}
{"type": "edge", "src": "repo-lucidrains-ring-attention-pytorch", "dst": "paper-2310.01889", "rel": "implements"}
{"type": "edge", "src": "repo-kindxiaoming-pykan", "dst": "paper-2404.19756", "rel": "implements"}
{"type": "edge", "src": "repo-kindxiaoming-pykan", "dst": "paper-2408.10205", "rel": "implements"}