MARINE: Theoretical Optimization and Design for Multi-Agent Recursive IN-context Enhancement

Hongwei Zhang, Ji Lu, Yongsheng Du +5

Large Language Model (LLM)-based agents demonstrate advanced reasoning capabilities, yet practical constraints frequently limit outputs to single responses, leaving significant per…