Jianqi Wang

Optimistic Value Instructors for Cooperative Multi-Agent Reinforcement Learning

In cooperative multi-agent reinforcement learning, decentralized agents hold the promise of overcoming the combinatorial explosion of joint action space and enabling greater scalability. However, they are susceptible to a game-theoretic pathology called relative overgeneralization that shadows the o…