Effective and Stable Role-Based Multi-Agent Collaboration by Structural Information Principles

Xianghua Zeng, Hao Peng, Angsheng Li

Role-based learning is a promising approach to improving the performance of Multi-Agent Reinforcement Learning (MARL). Nevertheless, without manual assistance, current role-based m…