no code implementations • 30 Apr 2024 • Qiaosheng Zhang, Chenjia Bai, Shuyue Hu, Zhen Wang, Xuelong Li
Finally, we extend Reg-MAIDS to multi-player general-sum MGs and prove that it can learn either the Nash equilibrium or coarse correlated equilibrium in a sample efficient manner.
no code implementations • 13 Mar 2024 • Siyue Ren, Zhiyao Cui, Ruiqi Song, Zhen Wang, Shuyue Hu
The emergence of social norms has attracted much interest in a wide array of disciplines, ranging from social science and cognitive science to artificial intelligence.
no code implementations • 27 Feb 2024 • Hao Guo, Chunjiang Mu, Yang Chen, Chen Shen, Shuyue Hu, Zhen Wang
Third, we review the emergent field of leveraging AI agents to enhance cooperation among humans.
no code implementations • 13 Feb 2022 • Yang Chen, Libo Zhang, Jiamou Liu, Shuyue Hu
This limitation invalidates existing IRL methods on MFGs with non-cooperative environments.
no code implementations • 29 Jun 2020 • Shuyue Hu, Chin-Wing Leung, Ho-fung Leung, Harold Soh
Understanding the evolutionary dynamics of reinforcement learning under multi-agent settings has long remained an open problem.
no code implementations • NeurIPS 2019 • Shuyue Hu, Chin-Wing Leung, Ho-fung Leung
Modelling the dynamics of multi-agent learning has long been an important research topic, but all of the previous works focus on 2-agent settings and mostly use evolutionary game theoretic approaches.