Group Distributionally Robust Optimization-Driven Reinforcement Learning for LLM Reasoning Paper • 2601.19280 • Published 8 days ago • 9
Harder Is Better: Boosting Mathematical Reasoning via Difficulty-Aware GRPO and Multi-Aspect Question Reformulation Paper • 2601.20614 • Published 7 days ago • 115
InT: Self-Proposed Interventions Enable Credit Assignment in LLM Reasoning Paper • 2601.14209 • Published 14 days ago • 5
NAACL: Noise-AwAre Verbal Confidence Calibration for LLMs in RAG Systems Paper • 2601.11004 • Published 19 days ago • 30
Multiplex Thinking: Reasoning via Token-wise Branch-and-Merge Paper • 2601.08808 • Published 21 days ago • 38
Beyond Static Tools: Test-Time Tool Evolution for Scientific Reasoning Paper • 2601.07641 • Published 23 days ago • 46
Collaborative Multi-Agent Test-Time Reinforcement Learning for Reasoning Paper • 2601.09667 • Published 20 days ago • 85
Rewarding the Rare: Uniqueness-Aware RL for Creative Problem Solving in LLMs Paper • 2601.08763 • Published 21 days ago • 145
ArenaRL: Scaling RL for Open-Ended Agents via Tournament-based Relative Ranking Paper • 2601.06487 • Published 25 days ago • 52
Distribution-Aligned Sequence Distillation for Superior Long-CoT Reasoning Paper • 2601.09088 • Published 21 days ago • 62
OpenTinker: Separating Concerns in Agentic Reinforcement Learning Paper • 2601.07376 • Published 23 days ago • 6
Dr. Zero: Self-Evolving Search Agents without Training Data Paper • 2601.07055 • Published 23 days ago • 20
GlimpRouter: Efficient Collaborative Inference by Glimpsing One Token of Thoughts Paper • 2601.05110 • Published 26 days ago • 29
MegaFlow: Large-Scale Distributed Orchestration System for the Agentic Era Paper • 2601.07526 • Published 23 days ago • 23