Open-Reasoner-Zero: An Open Source Approach to Scaling Up Reinforcement Learning on the Base Model Paper • 2503.24290 • Published 19 days ago • 61
I Have Covered All the Bases Here: Interpreting Reasoning Features in Large Language Models via Sparse Autoencoders Paper • 2503.18878 • Published 26 days ago • 116
DAPO: An Open-Source LLM Reinforcement Learning System at Scale Paper • 2503.14476 • Published Mar 18 • 119
LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL Paper • 2503.07536 • Published Mar 10 • 84
Reinforcement Learning for Reasoning in Small LLMs: What Works and What Doesn't Paper • 2503.16219 • Published 30 days ago • 46
MLGym: A New Framework and Benchmark for Advancing AI Research Agents Paper • 2502.14499 • Published Feb 20 • 190
Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling Paper • 2502.06703 • Published Feb 10 • 150
Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach Paper • 2502.05171 • Published Feb 7 • 138
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution Paper • 2502.18449 • Published Feb 25 • 73
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning Paper • 2501.12948 • Published Jan 22 • 382
rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking Paper • 2501.04519 • Published Jan 8 • 276
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training Paper • 2501.17161 • Published Jan 28 • 120
Agent-R: Training Language Model Agents to Reflect via Iterative Self-Training Paper • 2501.11425 • Published Jan 20 • 105
Training Large Language Models to Reason in a Continuous Latent Space Paper • 2412.06769 • Published Dec 9, 2024 • 82
OpenCoder: The Open Cookbook for Top-Tier Code Large Language Models Paper • 2411.04905 • Published Nov 7, 2024 • 124
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization Paper • 2411.10442 • Published Nov 15, 2024 • 81
Large Language Models Can Self-Improve in Long-context Reasoning Paper • 2411.08147 • Published Nov 12, 2024 • 67
Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems Paper • 2504.01990 • Published 19 days ago • 242
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models Paper • 2504.10479 • Published 5 days ago • 223
Iterative Self-Training for Code Generation via Reinforced Re-Ranking Paper • 2504.09643 • Published 6 days ago • 31
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs Paper • 2504.11536 • Published 4 days ago • 44
xVerify: Efficient Answer Verifier for Reasoning Model Evaluations Paper • 2504.10481 • Published 5 days ago • 77