Skill Reuse as Compression in Agentic RL

Zhikun Xu, Yu Feng, Jacob Dineen +3

Large language model agents trained with reinforcement learning (RL) often learn brittle, task-specific shortcuts. We hypothesize that agents generalize better when their successfu…