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upvoted a paper 2 months ago

Stabilizing Reinforcement Learning with LLMs: Formulation and Practices

Paper • 2512.01374 • Published Dec 1, 2025 • 104

upvoted a paper 3 months ago

P1: Mastering Physics Olympiads with Reinforcement Learning

Paper • 2511.13612 • Published Nov 17, 2025 • 134

upvoted 4 papers 5 months ago

FlowRL: Matching Reward Distributions for LLM Reasoning

Paper • 2509.15207 • Published Sep 18, 2025 • 116

SimpleVLA-RL: Scaling VLA Training via Reinforcement Learning

Paper • 2509.09674 • Published Sep 11, 2025 • 80

A Survey of Reinforcement Learning for Large Reasoning Models

Paper • 2509.08827 • Published Sep 10, 2025 • 190

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

Paper • 2509.02547 • Published Sep 2, 2025 • 229

upvoted a collection 6 months ago

SSRL

Collection

6 items • Updated Aug 18, 2025 • 2

upvoted 2 papers 6 months ago

We-Math 2.0: A Versatile MathBook System for Incentivizing Visual Mathematical Reasoning

Paper • 2508.10433 • Published Aug 14, 2025 • 144

SSRL: Self-Search Reinforcement Learning

Paper • 2508.10874 • Published Aug 14, 2025 • 97

upvoted a paper 9 months ago

The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models

Paper • 2505.22617 • Published May 28, 2025 • 131

upvoted 2 papers 10 months ago

TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22, 2025 • 120

Unicorn: Text-Only Data Synthesis for Vision Language Model Training

Paper • 2503.22655 • Published Mar 28, 2025 • 39

upvoted a paper 11 months ago

Technologies on Effectiveness and Efficiency: A Survey of State Spaces Models

Paper • 2503.11224 • Published Mar 14, 2025 • 28

upvoted 4 papers about 1 year ago

Process Reinforcement through Implicit Rewards

Paper • 2502.01456 • Published Feb 3, 2025 • 61

MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding

Paper • 2501.18362 • Published Jan 30, 2025 • 23

Fourier Position Embedding: Enhancing Attention's Periodic Extension for Length Generalization

Paper • 2412.17739 • Published Dec 23, 2024 • 41

Free Process Rewards without Process Labels

Paper • 2412.01981 • Published Dec 2, 2024 • 34