From Trainee to Trainer: LLM-Designed Training Environment for RL with Multi-Agent Reasoning Paper • 2606.17682 • Published 15 days ago • 26
Demystifying Hidden-State Recurrence: Switchable Latent Reasoning with On-Policy Reinforcement Learning Paper • 2606.13106 • Published 20 days ago • 21
Attention Amnesia in Hybrid LLMs: When CoT Fine-Tuning Breaks Long-Range Recall, and How to Fix It Paper • 2606.11052 • Published 22 days ago • 16
EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL Paper • 2605.18703 • Published May 18 • 50
CodeScaler: Scaling Code LLM Training and Test-Time Inference via Execution-Free Reward Models Paper • 2602.17684 • Published Feb 4 • 22
