Papers

• RubricHub: A Comprehensive and Highly Discriminative Rubric Dataset via Automated Coarse-to-Fine Generation (2026)
  Sunzhu Li et al.
  1.94
• Length-Unbiased Sequence Policy Optimization: Revealing and Controlling Response Length Variation in RLVR (2026)
  Fanfan Liu et al.
  1.94
• Beyond Length Scaling: Synergizing Breadth and Depth for Generative Reward Models (2026)
  Qiyuan Zhang et al.
  1.94
• CoSPlay: Cooperative Self-Play at Test-Time with Self-Generated Code and Unit Test (2026)
  Zhangyi Hu et al.
  1.94
• Joint Training of Multi-Token Prediction in Reinforcement Learning via Optimal Coefficient Calibration (2026)
  Zili Wang et al.
  1.94
• Reasoning Like an Economist: Post-Training on Economic Problems Induces Strategic Generalization in LLMs (2025)
  Yufa Zhou et al.
  1.28
• Perception-Aware Policy Optimization for Multimodal Reasoning (2025)
  Zhenhailong Wang et al.
  1.28
• The Invisible Leash: Why RLVR May Not Escape Its Origin (2025)
  Fang Wu et al.
  1.28
• VerlTool: Towards Holistic Agentic Reinforcement Learning with Tool Use (2025)
  Dongfu Jiang et al.
  1.28
• ΔL Normalization: Rethink Loss Aggregation in RLVR (2025)
  Zhiyuan He et al.
  1.28
• RLBFF: Binary Flexible Feedback to bridge between Human Feedback & Verifiable Rewards (2025)
  Zhilin Wang et al.
  1.28
• CapRL: Stimulating Dense Image Caption Capabilities via Reinforcement Learning (2025)
  Long Xing et al.
  1.28
• Thinking-Free Policy Initialization Makes Distilled Reasoning Models More Effective and Efficient Reasoners (2025)
  Xin Xu et al.
  1.28
• ViSurf: Visual Supervised-and-Reinforcement Fine-Tuning for Large Vision-and-Language Models (2025)
  Yuqi Liu et al.
  1.28
• The Best of N Worlds: Aligning Reinforcement Learning with Best-of-N Sampling via max@k Optimisation (2025)
  Farid Bagirov et al.
  1.28
• Supervised Reinforcement Learning: From Expert Trajectories to Step-wise Reasoning (2025)
  Yihe Deng et al.
  1.28
• RLVE: Scaling Up Reinforcement Learning for Language Models with Adaptive Verifiable Environments (2025)
  Zhiyuan Zeng et al.
  1.28
• Long-horizon Reasoning Agent for Olympiad-Level Mathematical Problem Solving (2025)
  Songyang Gao et al.
  1.28
• OPV: Outcome-based Process Verifier for Efficient Long Chain-of-Thought Verification (2025)
  Zijian Wu et al.
  1.28