Hierarchical Reinforcement Learning with Augmented Step-Level Transitions for LLM Agents

Shuai Zhen, Yanhua Yu, Ruopei Guo +2

Large language model (LLM) agents have demonstrated strong capabilities in complex interactive decision-making tasks. However, existing LLM agents typically rely on increasingly lo…