LangMARL: Natural Language Multi-Agent Reinforcement Learning

Huaiyuan Yao, Longchao Da, Xiaoou Liu +3

Large language model (LLM) agents struggle to autonomously evolve coordination strategies in dynamic environments, largely because coarse global outcomes obscure the causal signals…