Xin-Ming Xu

TIDE: Teacher-Student Transition via Informative Distillation and Exploration for Agentic RL

Effective multi-turn agents require interaction strategies that coordinate information gathering, actions, and feedback over long horizons. GRPO is a reinforcement learning algorithm used to train these agents, but sparse trajectory-level rewards limit early exploration in small models. Recent methods augment RL with o...