Cooperative and Competitive Multi-Agent Systems: From Optimization to Games

doi:10.1109/JAS.2022.105506

CORC > 自动化研究所 > 中国科学院自动化研究所 > 学术期刊 > IEEE/CAA Journal of Automatica Sinica

	Cooperative and Competitive Multi-Agent Systems: From Optimization to Games
	Jianrui Wang; Yitian Hong; Jiali Wang; Jiapeng Xu; Yang Tang; Qing-Long Han; Jürgen Kurths
刊名	IEEE/CAA Journal of Automatica Sinica
	2022
卷号	9 期号:5 页码:763-783
关键词	Cooperative games counterfactual regret min- imization distributed optimization federated optimization fictitious self-play mean field games multi-agent reinforcement learning non-cooperative games
ISSN号	2329-9266
DOI	10.1109/JAS.2022.105506
英文摘要	Multi-agent systems can solve scientific issues related to complex systems that are difficult or impossible for a single agent to solve through mutual collaboration and cooperation optimization. In a multi-agent system, agents with a certain degree of autonomy generate complex interactions due to the correlation and coordination, which is manifested as cooperative/competitive behavior. This survey focuses on multi-agent cooperative optimization and cooperative/non-cooperative games. Starting from cooperative optimization, the studies on distributed optimization and federated optimization are summarized. The survey mainly focuses on distributed online optimization and its application in privacy protection, and overviews federated optimization from the perspective of privacy protection me- chanisms. Then, cooperative games and non-cooperative games are introduced to expand the cooperative optimization problems from two aspects of minimizing global costs and minimizing individual costs, respectively. Multi-agent cooperative and non-cooperative behaviors are modeled by games from both static and dynamic aspects, according to whether each player can make decisions based on the information of other players. Finally, future directions for cooperative optimization, cooperative/non-cooperative games, and their applications are discussed.
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/47543]
专题	自动化研究所_学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Jianrui Wang,Yitian Hong,Jiali Wang,et al. Cooperative and Competitive Multi-Agent Systems: From Optimization to Games[J]. IEEE/CAA Journal of Automatica Sinica,2022,9(5):763-783.
APA	Jianrui Wang.,Yitian Hong.,Jiali Wang.,Jiapeng Xu.,Yang Tang.,...&Jürgen Kurths.(2022).Cooperative and Competitive Multi-Agent Systems: From Optimization to Games.IEEE/CAA Journal of Automatica Sinica,9(5),763-783.
MLA	Jianrui Wang,et al."Cooperative and Competitive Multi-Agent Systems: From Optimization to Games".IEEE/CAA Journal of Automatica Sinica 9.5(2022):763-783.