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Entropic propagation of chaos for mean field diffusion with L^p interactions via hierarchy, linear growth and fractional noise

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arxiv 2205.02772 v5 pith:XF7JN5ES submitted 2022-05-05 math.PR

Entropic propagation of chaos for mean field diffusion with L^p interactions via hierarchy, linear growth and fractional noise

classification math.PR
keywords interactionsratechaosentropyestimatespropagationtimecase
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New quantitative propagation of chaos results for mean field diffusion are proved via local and global entropy estimates. In the first result we work on the torus and consider singular, divergence free interactions $K\in L^p$, $p>d$. We prove a $O(k^{2}/n^2)$ convergence rate in relative entropy between the $k$-marginal laws of the particle system and its limiting law at each time $t$, as long as the same holds at time 0. The proof is based on local estimates via a form of BBGKY hierarchy and exemplifies a method to extend the framework in Lacker [16] to singular interactions. The rate can be made uniform in time combined with the result in [18]. Then we prove quantitative propagation of chaos for interactions that are only assumed to have linear growth. This generalizes to the case where the driving noise is replaced by a fractional Brownian motion $B^H$, for all $H\in(0,1)$. These proofs follow from global estimates and subGaussian concentration inequalities. We obtain $O(k/n)$ convergence rate in relative entropy in each case, yet the rate is only valid on $[0,T^*]$ with $T^*$ a fixed finite constant depending on various parameters of the system.

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Cited by 2 Pith papers

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  1. Quantitative Propagation of Chaos and Fluctuations for Kinetic McKean--Vlasov SDEs with Singular Interaction Kernels

    math.PR 2026-07 accept novelty 7.0

    Kinetic McKean–Vlasov systems with singular Kato-class kernels enjoy path-space entropy chaos at rate k/N and a Gaussian fluctuation CLT with N^{-1/6} Berry–Esseen projections.

  2. Quantitative propagation of chaos for non-exchangeable diffusions via first-passage percolation

    math.PR 2024-09 unverdicted novelty 7.0

    The paper establishes sharp relative entropy estimates for marginals of non-exchangeable interacting particle systems by linking a BBGKY hierarchy to first-passage percolation.