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Nemotron-Cascade 2: Post-Training LLMs with Cascade RL and Multi-Domain On-Policy Distillation
Paper • 2603.19220 • Published • 70 -
Not Every Rubric Teaches Equally: Policy-Aware Rubric Rewards for RLVR
Paper • 2605.20164 • Published • 6 -
GoLongRL: Capability-Oriented Long Context Reinforcement Learning with Multitask Alignment
Paper • 2605.19577 • Published • 59 -
EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL
Paper • 2605.18703 • Published • 51
Collections
Discover the best community collections!
Collections including paper arxiv:2608.17528
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PiD: Fast and High-Resolution Latent Decoding with Pixel Diffusion
Paper • 2605.23902 • Published • 47 -
minWM: A Full-Stack Open-Source Framework for Real-Time Interactive Video World Models
Paper • 2605.30263 • Published • 60 -
From Pixels to Words -- Towards Native One-Vision Models at Scale
Paper • 2605.28820 • Published • 76 -
open-thoughts/AgentTrove
Viewer • Updated • 1.7M • 2.21k • 194
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Large Language Models Orchestrating Structured Reasoning Achieve Kaggle Grandmaster Level
Paper • 2411.03562 • Published • 70 -
Training Language Models for Social Deduction with Multi-Agent Reinforcement Learning
Paper • 2502.06060 • Published • 37 -
MLGym: A New Framework and Benchmark for Advancing AI Research Agents
Paper • 2502.14499 • Published • 196 -
SurveyX: Academic Survey Automation via Large Language Models
Paper • 2502.14776 • Published • 100
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ClawEnvKit: Automatic Environment Generation for Claw-Like Agents
Paper • 2604.18543 • Published • 30 -
Near-Future Policy Optimization
Paper • 2604.20733 • Published • 77 -
Co-Evolving LLM Decision and Skill Bank Agents for Long-Horizon Tasks
Paper • 2604.20987 • Published • 22 -
PATRA: Pattern-Aware Alignment and Balanced Reasoning for Time Series Question Answering
Paper • 2602.23161 • Published
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Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning
Paper • 2407.20798 • Published • 24 -
Offline Reinforcement Learning for LLM Multi-Step Reasoning
Paper • 2412.16145 • Published • 38 -
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models
Paper • 2501.03262 • Published • 103 -
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution
Paper • 2502.18449 • Published • 75
-
Nemotron-Cascade 2: Post-Training LLMs with Cascade RL and Multi-Domain On-Policy Distillation
Paper • 2603.19220 • Published • 70 -
Not Every Rubric Teaches Equally: Policy-Aware Rubric Rewards for RLVR
Paper • 2605.20164 • Published • 6 -
GoLongRL: Capability-Oriented Long Context Reinforcement Learning with Multitask Alignment
Paper • 2605.19577 • Published • 59 -
EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL
Paper • 2605.18703 • Published • 51
-
PiD: Fast and High-Resolution Latent Decoding with Pixel Diffusion
Paper • 2605.23902 • Published • 47 -
minWM: A Full-Stack Open-Source Framework for Real-Time Interactive Video World Models
Paper • 2605.30263 • Published • 60 -
From Pixels to Words -- Towards Native One-Vision Models at Scale
Paper • 2605.28820 • Published • 76 -
open-thoughts/AgentTrove
Viewer • Updated • 1.7M • 2.21k • 194
-
ClawEnvKit: Automatic Environment Generation for Claw-Like Agents
Paper • 2604.18543 • Published • 30 -
Near-Future Policy Optimization
Paper • 2604.20733 • Published • 77 -
Co-Evolving LLM Decision and Skill Bank Agents for Long-Horizon Tasks
Paper • 2604.20987 • Published • 22 -
PATRA: Pattern-Aware Alignment and Balanced Reasoning for Time Series Question Answering
Paper • 2602.23161 • Published
-
Large Language Models Orchestrating Structured Reasoning Achieve Kaggle Grandmaster Level
Paper • 2411.03562 • Published • 70 -
Training Language Models for Social Deduction with Multi-Agent Reinforcement Learning
Paper • 2502.06060 • Published • 37 -
MLGym: A New Framework and Benchmark for Advancing AI Research Agents
Paper • 2502.14499 • Published • 196 -
SurveyX: Academic Survey Automation via Large Language Models
Paper • 2502.14776 • Published • 100
-
Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning
Paper • 2407.20798 • Published • 24 -
Offline Reinforcement Learning for LLM Multi-Step Reasoning
Paper • 2412.16145 • Published • 38 -
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models
Paper • 2501.03262 • Published • 103 -
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution
Paper • 2502.18449 • Published • 75