AHEAD: Adaptive Hindsight with Environment-Augmented Distillation for Agentic RL

Xiaolong Jin, Dingmin Wang, Vijay Lingam +1

Training multi-turn LLM agents with reinforcement learning typically relies on trajectory-level rewards, which assign a uniform advantage to every step and cannot identify which de…