2022
PMIC: Improving Multi-Agent Reinforcement Learning with Progressive Mutual Information Collaboration
ICML 2022spotlight
Learning to collaborate is critical in Multi-Agent Reinforcement Learning (MARL). Previous works promote collaboration by maximizing the correlation of agents’ behaviors, which is typically characterized by Mutual Information (MI) in different forms. However, we reveal sub-optimal collaborative beha…