Cooperative Multi-Agent Transfer Learning with Level-Adaptive Credit Assignment

no code implementations • 1 Jun 2021 • Tianze Zhou, Fubiao Zhang, Kun Shao, Kai Li, Wenhan Huang, Jun Luo, Weixun Wang, Yaodong Yang, Hangyu Mao, Bin Wang, Dong Li, Wulong Liu, Jianye Hao

In addition, we use a novel agent network named Population Invariant agent with Transformer (PIT) to realize the coordination transfer in more varieties of scenarios.

Management Multi-agent Reinforcement Learning +3

BGC: Multi-Agent Group Belief with Graph Clustering

no code implementations • 20 Aug 2020 • Tianze Zhou, Fubiao Zhang, Pan Tang, Chenfei Wang

Most current methods assume that agents can make communication to assist decisions, which is impractical in some situations.

Clustering Graph Clustering +3