HiPER: Hierarchical Reinforcement Learning with Explicit Credit Assignment for Large Language Model Agents

Jiangweizhi Peng, Yuanxin Liu, Ruida Zhou +4

Training LLMs as interactive agents for multi-turn decision-making remains challenging, particularly in long-horizon tasks with sparse and delayed rewards, where agents must execut…