LLM-Guided Communication for Cooperative Multi-Agent Reinforcement Learning

Use an LLM to design communication protocols that help partially observable agents reconstruct the shared state.

LMAC refines its communication protocol using a state-awareness criterion. The goal is to improve state reconstruction across agents while reducing differences in what each agent knows.