Coupling and Tensorization of Kinetic Theory and Graph Theory

Datong Zhou

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arXiv · 2412.14512

Coupling and Tensorization of Kinetic Theory and Graph Theory

Datong Zhou

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Abstract

We study a non-exchangeable multi-agent system and rigorously derive a strong form of the mean-field limit. The convergence of the connection weights and the initial data implies convergence of large-scale dynamics toward a deterministic limit given by the corresponding extended Vlasov PDE, at any later time and any realization of randomness. This is established on what we call a bi-coupling distance defined through a convex optimization problem, which is an interpolation of the optimal transport between measures and the fractional overlay between graphs. The proof relies on a quantitative stability estimate of the so-called observables, which are tensorizations of agent laws and graph homomorphism densities. This reveals a profound relationship between mean-field theory and graph limiting theory, intersecting in the study of non-exchangeable systems.

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Datong Zhou. 2024-12-19. Coupling and Tensorization of Kinetic Theory and Graph Theory. https://arxiv.org/abs/2412.14512

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