TMLR

The Five Ws of Multi-Agent Communication: Who Talks to Whom, When, What, and Why -- A Survey from MARL to Emergent Language and LLMs

多智能体通信的五个W：谁与谁沟通，何时沟通，沟通什么，为何沟通——从MARL到涌现语言和LLMs的综述

Jingdi Chen, Hanqing Yang, Zongjun Liu, Carlee Joe-Wong

AI总结 本文综述了多智能体通信的五个W，探讨了从MARL到涌现语言和LLM的发展，分析了不同范式下的通信设计、权衡与挑战。

Comments Accepted at Transactions on Machine Learning Research (TMLR), 2026