Demystifying Hidden-State Recurrence: Switchable Latent Reasoning with On-Policy Reinforcement Learning Paper • 2606.13106 • Published Jun 11 • 22
Attention Amnesia in Hybrid LLMs: When CoT Fine-Tuning Breaks Long-Range Recall, and How to Fix It Paper • 2606.11052 • Published Jun 9 • 17
OScaR: The Occam's Razor for Extreme KV Cache Quantization in LLMs and Beyond Paper • 2605.19660 • Published May 19 • 40
ThoughtTrace: Understanding User Thoughts in Real-World LLM Interactions Paper • 2605.20087 • Published May 19 • 18
EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL Paper • 2605.18703 • Published May 18 • 50
Secure Code Generation via Online Reinforcement Learning with Vulnerability Reward Model Paper • 2602.07422 • Published Feb 7 • 22
Probability-Entropy Calibration: An Elastic Indicator for Adaptive Fine-tuning Paper • 2602.01745 • Published Feb 2 • 8
Improving Data and Reward Design for Scientific Reasoning in Large Language Models Paper • 2602.08321 • Published Feb 9 • 44
MSign: An Optimizer Preventing Training Instability in Large Language Models via Stable Rank Restoration Paper • 2602.01734 • Published Feb 2 • 34