WebAug 24, 2024 · GRAPHON MEAN FIELD GAMES AND THE GMFG EQUA TIONS. PETER E. CAINES AND MINYI HUANG. A BS TR ACT. The emergence of the graphon theory of large networks and their infinite. 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.
Graphon Mean Field Games and Their Equations
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. clark\\u0027s tv and appliances fleetwood
What does graphon mean? - Definitions.net
WebMar 6, 2024 · This motivates the definition of a graphon (short for "graph function") as a symmetric measurable function [math]\displaystyle{ W:[0,1]^{2}\to[0,1] }[/math] which captures the notion of a limit of a sequence of graphs. It turns out that for sequences of … WebApr 8, 2024 · So far, results have been largely limited to graphon mean field systems with continuous-time diffusive or jump dynamics, typically without control and with little focus on computational methods ... WebDec 1, 2024 · Caines and Huang in [42] combined the ideas of MFGs and graphon games to define Graphon Mean field games (GMFG) where there are a large number of strategic agents with incomplete dynamic ... clark\u0027s true value hardware madisonville ky