SPICE: Self-Play In Corpus Environments Improves Reasoning Paper • 2510.24684 • Published Oct 28 • 15
Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity Paper • 2510.01171 • Published Oct 1 • 18
BigCodeArena: Unveiling More Reliable Human Preferences in Code Generation via Execution Paper • 2510.08697 • Published Oct 9 • 36
EnvPool: A Highly Parallel Reinforcement Learning Environment Execution Engine Paper • 2206.10558 • Published Jun 21, 2022 • 1
Efficient Process Reward Model Training via Active Learning Paper • 2504.10559 • Published Apr 14 • 13
SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis Paper • 2506.02096 • Published Jun 2 • 52
Language Models Can Learn from Verbal Feedback Without Scalar Rewards Paper • 2509.22638 • Published Sep 26 • 70
The Era of Real-World Human Interaction: RL from User Conversations Paper • 2509.25137 • Published Sep 29 • 18
Vision-Zero: Scalable VLM Self-Improvement via Strategic Gamified Self-Play Paper • 2509.25541 • Published Sep 29 • 140