RLVE: Scaling Up Reinforcement Learning for Language Models with Adaptive Verifiable Environments Paper • 2511.07317 • Published Nov 10, 2025 • 15
VSC-RL: Advancing Autonomous Vision-Language Agents with Variational Subgoal-Conditioned Reinforcement Learning Paper • 2502.07949 • Published Feb 11, 2025 • 1
QUASAR: Quantum Assembly Code Generation Using Tool-Augmented LLMs via Agentic RL Paper • 2510.00967 • Published Oct 1, 2025 • 11
QUASAR: Quantum Assembly Code Generation Using Tool-Augmented LLMs via Agentic RL Paper • 2510.00967 • Published Oct 1, 2025 • 11
TreePO: Bridging the Gap of Policy Optimization and Efficacy and Inference Efficiency with Heuristic Tree-based Modeling Paper • 2508.17445 • Published Aug 24, 2025 • 80
MUR: Momentum Uncertainty guided Reasoning for Large Language Models Paper • 2507.14958 • Published Jul 20, 2025 • 46
Re:Form -- Reducing Human Priors in Scalable Formal Software Verification with RL in LLMs: A Preliminary Study on Dafny Paper • 2507.16331 • Published Jul 22, 2025 • 20
RefCritic: Training Long Chain-of-Thought Critic Models with Refinement Feedback Paper • 2507.15024 • Published Jul 20, 2025 • 14
The Invisible Leash: Why RLVR May Not Escape Its Origin Paper • 2507.14843 • Published Jul 20, 2025 • 85
Stabilizing Knowledge, Promoting Reasoning: Dual-Token Constraints for RLVR Paper • 2507.15778 • Published Jul 21, 2025 • 20
VisionThink: Smart and Efficient Vision Language Model via Reinforcement Learning Paper • 2507.13348 • Published Jul 17, 2025 • 77
OpenCodeReasoning-II: A Simple Test Time Scaling Approach via Self-Critique Paper • 2507.09075 • Published Jul 11, 2025 • 15
Reasoning or Memorization? Unreliable Results of Reinforcement Learning Due to Data Contamination Paper • 2507.10532 • Published Jul 14, 2025 • 89