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Collections including paper arxiv:2512.05145

Depth Anything V2

Paper • 2406.09414 • Published Jun 13, 2024 • 103
An Image is Worth More Than 16x16 Patches: Exploring Transformers on Individual Pixels

Paper • 2406.09415 • Published Jun 13, 2024 • 51
Physics3D: Learning Physical Properties of 3D Gaussians via Video Diffusion

Paper • 2406.04338 • Published Jun 6, 2024 • 39
SAM 2: Segment Anything in Images and Videos

Paper • 2408.00714 • Published Aug 1, 2024 • 122

synthetic-data-generation

Textbooks Are All You Need

Paper • 2306.11644 • Published Jun 20, 2023 • 157
Self-Improving VLM Judges Without Human Annotations

Paper • 2512.05145 • Published Dec 2, 2025 • 20
FFP-300K: Scaling First-Frame Propagation for Generalizable Video Editing

Paper • 2601.01720 • Published Jan 5 • 6
MM-CRITIC: A Holistic Evaluation of Large Multimodal Models as Multimodal Critique

Paper • 2511.09067 • Published Nov 12, 2025 • 2

Guided Self-Evolving LLMs with Minimal Human Supervision

Paper • 2512.02472 • Published Dec 2, 2025 • 55
DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search

Paper • 2509.25454 • Published Sep 29, 2025 • 147
Video Reasoning without Training

Paper • 2510.17045 • Published Oct 19, 2025 • 8
Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 276

One Token to Fool LLM-as-a-Judge

Paper • 2507.08794 • Published Jul 11, 2025 • 32
Self-Improving VLM Judges Without Human Annotations

Paper • 2512.05145 • Published Dec 2, 2025 • 20
RubricBench: Aligning Model-Generated Rubrics with Human Standards

Paper • 2603.01562 • Published Mar 2 • 63
Xpertbench: Expert Level Tasks with Rubrics-Based Evaluation

Paper • 2604.02368 • Published Mar 27 • 12

Multimodal Alignment

MIA-DPO: Multi-Image Augmented Direct Preference Optimization For Large Vision-Language Models

Paper • 2410.17637 • Published Oct 23, 2024 • 35
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization

Paper • 2411.10442 • Published Nov 15, 2024 • 87
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning

Paper • 2411.18203 • Published Nov 27, 2024 • 40
Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models

Paper • 2411.14432 • Published Nov 21, 2024 • 25

Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models

Paper • 2602.12036 • Published Feb 12 • 94
Reinforcement Learning for Self-Improving Agent with Skill Library

Paper • 2512.17102 • Published Dec 18, 2025 • 42
Diffusion Knows Transparency: Repurposing Video Diffusion for Transparent Object Depth and Normal Estimation

Paper • 2512.23705 • Published Dec 29, 2025 • 45
Schoenfeld's Anatomy of Mathematical Reasoning by Language Models

Paper • 2512.19995 • Published Dec 23, 2025 • 16

Self-Improving VLM Judges Without Human Annotations

Paper • 2512.05145 • Published Dec 2, 2025 • 20

MM-HELIX: Boosting Multimodal Long-Chain Reflective Reasoning with Holistic Platform and Adaptive Hybrid Policy Optimization

Paper • 2510.08540 • Published Oct 9, 2025 • 110
Diffusion Transformers with Representation Autoencoders

Paper • 2510.11690 • Published Oct 13, 2025 • 170
Spotlight on Token Perception for Multimodal Reinforcement Learning

Paper • 2510.09285 • Published Oct 10, 2025 • 37
Towards Mixed-Modal Retrieval for Universal Retrieval-Augmented Generation

Paper • 2510.17354 • Published Oct 20, 2025 • 35

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 662 • 99
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 40
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 88

Depth Anything V2

Paper • 2406.09414 • Published Jun 13, 2024 • 103
An Image is Worth More Than 16x16 Patches: Exploring Transformers on Individual Pixels

Paper • 2406.09415 • Published Jun 13, 2024 • 51
Physics3D: Learning Physical Properties of 3D Gaussians via Video Diffusion

Paper • 2406.04338 • Published Jun 6, 2024 • 39
SAM 2: Segment Anything in Images and Videos

Paper • 2408.00714 • Published Aug 1, 2024 • 122

Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models

Paper • 2602.12036 • Published Feb 12 • 94
Reinforcement Learning for Self-Improving Agent with Skill Library

Paper • 2512.17102 • Published Dec 18, 2025 • 42
Diffusion Knows Transparency: Repurposing Video Diffusion for Transparent Object Depth and Normal Estimation

Paper • 2512.23705 • Published Dec 29, 2025 • 45
Schoenfeld's Anatomy of Mathematical Reasoning by Language Models

Paper • 2512.19995 • Published Dec 23, 2025 • 16

synthetic-data-generation

Textbooks Are All You Need

Paper • 2306.11644 • Published Jun 20, 2023 • 157
Self-Improving VLM Judges Without Human Annotations

Paper • 2512.05145 • Published Dec 2, 2025 • 20
FFP-300K: Scaling First-Frame Propagation for Generalizable Video Editing

Paper • 2601.01720 • Published Jan 5 • 6
MM-CRITIC: A Holistic Evaluation of Large Multimodal Models as Multimodal Critique

Paper • 2511.09067 • Published Nov 12, 2025 • 2

Self-Improving VLM Judges Without Human Annotations

Paper • 2512.05145 • Published Dec 2, 2025 • 20

Guided Self-Evolving LLMs with Minimal Human Supervision

Paper • 2512.02472 • Published Dec 2, 2025 • 55
DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search

Paper • 2509.25454 • Published Sep 29, 2025 • 147
Video Reasoning without Training

Paper • 2510.17045 • Published Oct 19, 2025 • 8
Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 276

MM-HELIX: Boosting Multimodal Long-Chain Reflective Reasoning with Holistic Platform and Adaptive Hybrid Policy Optimization

Paper • 2510.08540 • Published Oct 9, 2025 • 110
Diffusion Transformers with Representation Autoencoders

Paper • 2510.11690 • Published Oct 13, 2025 • 170
Spotlight on Token Perception for Multimodal Reinforcement Learning

Paper • 2510.09285 • Published Oct 10, 2025 • 37
Towards Mixed-Modal Retrieval for Universal Retrieval-Augmented Generation

Paper • 2510.17354 • Published Oct 20, 2025 • 35

One Token to Fool LLM-as-a-Judge

Paper • 2507.08794 • Published Jul 11, 2025 • 32
Self-Improving VLM Judges Without Human Annotations

Paper • 2512.05145 • Published Dec 2, 2025 • 20
RubricBench: Aligning Model-Generated Rubrics with Human Standards

Paper • 2603.01562 • Published Mar 2 • 63
Xpertbench: Expert Level Tasks with Rubrics-Based Evaluation

Paper • 2604.02368 • Published Mar 27 • 12

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 662 • 99
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 40
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 88

Multimodal Alignment

MIA-DPO: Multi-Image Augmented Direct Preference Optimization For Large Vision-Language Models

Paper • 2410.17637 • Published Oct 23, 2024 • 35
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization

Paper • 2411.10442 • Published Nov 15, 2024 • 87
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning

Paper • 2411.18203 • Published Nov 27, 2024 • 40
Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models

Paper • 2411.14432 • Published Nov 21, 2024 • 25

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