Non-Linear Coordination Graphs

no code implementations • 26 Oct 2022 • Yipeng Kang, Tonghan Wang, Xiaoran Wu, Qianlan Yang, Chongjie Zhang

Value decomposition multi-agent reinforcement learning methods learn the global value function as a mixing of each agent's individual utility functions.

Multi-agent Reinforcement Learning

Multi-Agent Policy Transfer via Task Relationship Modeling

no code implementations • 9 Mar 2022 • Rongjun Qin, Feng Chen, Tonghan Wang, Lei Yuan, Xiaoran Wu, Zongzhang Zhang, Chongjie Zhang, Yang Yu

We demonstrate that the task representation can capture the relationship among tasks, and can generalize to unseen tasks.

Transfer Learning