Bayesian Graphical Games for Synchronization in Networks of Dynamical Systems
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Control of Network Systems"
DOI: 10.1109/tcns.2019.2927201
Abstract: In this paper, differential games with incomplete information, or Bayesian games, are formulated for multiagent continuous-time dynamical systems in a communication graph. These new Bayesian graphical games model the situation where the agents are uncertain… read more here.
Keywords: synchronization networks; bayesian graphical; dynamical systems; graphical games ... See more keywords
Differential Graphical Game With Distributed Global Nash Solution
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DOI: 10.1109/tcns.2021.3065654
Abstract: This article studies multiagent differential graphical games in linear dynamical networks. We point out that in existing graphical game formulations, being global Nash and being distributed are two contradicting properties. In particular, we prove that… read more here.
Keywords: graphical game; global nash; nash equilibrium; graphical games ... See more keywords
Off-Policy Reinforcement Learning for Synchronization in Multiagent Graphical Games
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DOI: 10.1109/tnnls.2016.2609500
Abstract: This paper develops an off-policy reinforcement learning (RL) algorithm to solve optimal synchronization of multiagent systems. This is accomplished by using the framework of graphical games. In contrast to traditional control protocols, which require complete… read more here.
Keywords: policy; policy reinforcement; synchronization multiagent; reinforcement learning ... See more keywords
Graphical Nash Equilibria and Replicator Dynamics on Complex Networks
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Neural Networks and Learning Systems"
DOI: 10.1109/tnnls.2019.2927233
Abstract: Pairwise-interaction graphical games have been widely used in the study and design of strategic interaction in multiagent systems. With regard to this issue, one entitative problem is actually to understand how the interaction structure of… read more here.
Keywords: replicator dynamics; interaction graphical; pairwise interaction; interaction ... See more keywords