WebJan 28, 2024 · Recent advances at the intersection of dense large graph limits and mean field games have begun to enable the scalable analysis of a broad class of dynamical sequential games with large numbers of agents. So far, results have been largely limited to graphon mean field systems with continuous-time diffusive or jump dynamics, typically … WebDec 13, 2024 · Graphon Mean Field Games and the GMFG Equations: ε-Nash Equilibria Abstract: Very large networks linking dynamical agents are now ubiquitous and the need to analyse, design and control them is evident.
Stochastic Graphon Mean Field Games with Jumps and
WebApr 8, 2024 · We study continuous stochastic games with inhomogeneous mean field interactions on large networks and explore their graphon limits. We consider a model with a continuum of players, where each player's dynamics involve not only mean field interactions but also individual jumps induced by a Poisson random measure. We examine the case … WebAug 24, 2024 · Graphon Mean Field Games and the GMFG Equations Peter E. Caines, Minyi Huang The emergence of the graphon theory of large networks and their infinite limits has enabled the formulation of a theory of the centralized control of dynamical systems distributed on asymptotically infinite networks (Gao and Caines, IEEE CDC 2024, 2024). houthandel gouda
Graphon Mean Field Games and the GMFG Equations
Webgraphon mean field systems with control, the latter proposing many clusters of agents as well as proving an approximate Nash property as the number of clusters and agents grows. There have since been efforts to control cooperative graphon mean field systems with diffusive linear dynamics using spectral methods (Gao & Caines, 2024a;b). WebThe emergence of the graphon theory of large networks and their infinite limits has enabled the formulation of a theory of the centralized control of dynamical systems distributed on asymptotically infinite networks. Furthermore, the study of the decentralized control of such systems has been initiated in which graphon mean field games (GMFG) and the GMFG … WebA graphon is a bounded function defined on the unit square that can be conceived as the limit of a sequence of graphs whose number of nodes and edges grows up to infinity. This framework provides a powerful set of tools and insights that facilitate the understanding of structures like GNNs when the number of nodes in the graph layers is large. how many gb is fnaf world