EPO: Hierarchical LLM Agents with Environment Preference Optimization

Qi Zhao, Haotian Fu, Chen Sun +1

Long-horizon decision-making tasks present significant challenges for LLM-based agents due to the need for extensive planning over multiple steps. In this paper, we propose a hiera…