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Collections including paper arxiv:2601.20614

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

Paper • 2602.12036 • Published Feb 12 • 93
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

Youtu-LLM: Unlocking the Native Agentic Potential for Lightweight Large Language Models

Paper • 2512.24618 • Published Dec 31, 2025 • 154
Let It Flow: Agentic Crafting on Rock and Roll, Building the ROME Model within an Open Agentic Learning Ecosystem

Paper • 2512.24873 • Published Dec 31, 2025 • 108
AI Meets Brain: Memory Systems from Cognitive Neuroscience to Autonomous Agents

Paper • 2512.23343 • Published Dec 29, 2025 • 30
Figure It Out: Improving the Frontier of Reasoning with Active Visual Thinking

Paper • 2512.24297 • Published Dec 30, 2025 • 6

Reinforcement learning

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Paper • 2407.20798 • Published Jul 30, 2024 • 24
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4, 2025 • 104
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25, 2025 • 75

Accepted for ICLR 2026

Harder Is Better: Boosting Mathematical Reasoning via Difficulty-Aware GRPO and Multi-Aspect Question Reformulation

Paper • 2601.20614 • Published Jan 28 • 120
YanqiDai/MathForge_MATH-augmented

Viewer • Updated Feb 2 • 60k • 90 • 1
YanqiDai/MathForge_GEOQA-R1V-revised

Viewer • Updated Feb 2 • 8.03k • 22 • 1
YanqiDai/MathForge_NuminaMath-CoT-sample80k

Viewer • Updated Feb 2 • 80k • 11 • 1

reasoning_model

OpenMMReasoner: Pushing the Frontiers for Multimodal Reasoning with an Open and General Recipe

Paper • 2511.16334 • Published Nov 20, 2025 • 96
Parallel-R1: Towards Parallel Thinking via Reinforcement Learning

Paper • 2509.07980 • Published Sep 9, 2025 • 105
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute

Paper • 2509.04475 • Published Aug 30, 2025 • 3
Stabilizing Reinforcement Learning with LLMs: Formulation and Practices

Paper • 2512.01374 • Published Dec 1, 2025 • 106

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

Paper • 2602.12036 • Published Feb 12 • 93
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

Accepted for ICLR 2026

Harder Is Better: Boosting Mathematical Reasoning via Difficulty-Aware GRPO and Multi-Aspect Question Reformulation

Paper • 2601.20614 • Published Jan 28 • 120
YanqiDai/MathForge_MATH-augmented

Viewer • Updated Feb 2 • 60k • 90 • 1
YanqiDai/MathForge_GEOQA-R1V-revised

Viewer • Updated Feb 2 • 8.03k • 22 • 1
YanqiDai/MathForge_NuminaMath-CoT-sample80k

Viewer • Updated Feb 2 • 80k • 11 • 1

Youtu-LLM: Unlocking the Native Agentic Potential for Lightweight Large Language Models

Paper • 2512.24618 • Published Dec 31, 2025 • 154
Let It Flow: Agentic Crafting on Rock and Roll, Building the ROME Model within an Open Agentic Learning Ecosystem

Paper • 2512.24873 • Published Dec 31, 2025 • 108
AI Meets Brain: Memory Systems from Cognitive Neuroscience to Autonomous Agents

Paper • 2512.23343 • Published Dec 29, 2025 • 30
Figure It Out: Improving the Frontier of Reasoning with Active Visual Thinking

Paper • 2512.24297 • Published Dec 30, 2025 • 6

reasoning_model

OpenMMReasoner: Pushing the Frontiers for Multimodal Reasoning with an Open and General Recipe

Paper • 2511.16334 • Published Nov 20, 2025 • 96
Parallel-R1: Towards Parallel Thinking via Reinforcement Learning

Paper • 2509.07980 • Published Sep 9, 2025 • 105
ParaThinker: Native Parallel Thinking as a New Paradigm to Scale LLM Test-time Compute

Paper • 2509.04475 • Published Aug 30, 2025 • 3
Stabilizing Reinforcement Learning with LLMs: Formulation and Practices

Paper • 2512.01374 • Published Dec 1, 2025 • 106

Reinforcement learning

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Paper • 2407.20798 • Published Jul 30, 2024 • 24
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4, 2025 • 104
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25, 2025 • 75

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