[arXiv-2025] Reinforcing General Reasoning without Verifiers

[arXiv-2025] Bridging Supervised Learning and Reinforcement Learning in Math Reasoning

[arXiv-2025] RLPR: Extrapolating RLVR to General Domains without Verifiers

[arXiv-2025] Group Sequence Policy Optimization

[arXiv-2025] The Surprising Effectiveness of Negative Reinforcement in LLM Reasoning

[ICLR-2024] Eureka: Human-Level Reward Design via Coding Large Language Models

[ICML-2025] R*: Efficient Reward Design via Reward Structure Evolution and Parameter Alignment Optimization with Large Language Models