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相关论文: Quantitative weak propagation of chaos for McKean-…

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Stochastic interacting particle systems are widely used to model collective phenomena across diverse fields, including statistical physics, biology, and social dynamics. The McKean-Vlasov equation arises as the mean-field limit of such…

计算物理 · 物理学 2025-09-17 Zhiqiang Cai , Chengyu Liu , Xiang Zhou

We consider interacting systems particle driven by i.i.d. fractional Brownian motions, subject to irregular, possibly distributional, pairwise interactions. We show propagation of chaos and mean field convergence to the law of the…

概率论 · 数学 2025-12-02 Lucio Galeati , Khoa Lê , Avi Mayorcas

In this paper, we investigate a class of mean reflected McKean-Vlasov stochastic differential equation, which extends the equation proposed by \cite{briand2020particles} by allowing the solution's distribution to not only constrain its…

概率论 · 数学 2024-11-21 Shaopeng Hong , Sheng Xiao

We reformulate a general class of classical bead-spring-chain models for dilute polymeric fluids, with Hookean spring potentials, as McKean-Vlasov diffusion. This results in a coupled system of partial differential equations involving the…

偏微分方程分析 · 数学 2018-02-20 Endre Süli , Ghozlane Yahiaoui

We prove existence, uniqueness and regularity of weak solutions of Kolmogorov--Fokker--Planck equations with either local or non-local diffusion in the velocity variable and rough diffusion coefficients or kernels. Our results cover the…

偏微分方程分析 · 数学 2025-12-10 Pascal Auscher , Cyril Imbert , Lukas Niebel

We present a new method for proving sharp local propagation of chaos in Fisher Information for particles with smooth interaction and drift. We rely on a new Lemma computing the Fisher Information of two diffusion processes with smooth…

概率论 · 数学 2025-11-26 Jules Grass , Christophe Poquet , Arnaud Guillin

We study the uniform-in-time weak propagation of chaos for the consensus-based optimization (CBO) method on a bounded searching domain. We apply the methodology for studying long-time behaviors of interacting particle systems developed in…

最优化与控制 · 数学 2025-02-04 Erhan Bayraktar , Ibrahim Ekren , Hongyi Zhou

We establish It\^o's formula along flows of probability measures associated with general semimartingales; this generalizes existing results for flows of measures on It\^o processes. Our approach is to first establish It\^o's formula for…

概率论 · 数学 2022-09-20 Xin Guo , Huyên Pham , Xiaoli Wei

We prove the existence of weak solutions of a class of multi-species cross-diffusion systems as well as the propagation of chaos result by means of nonlocal approximation of the nonlinear diffusion terms, coupling methods and compactness…

偏微分方程分析 · 数学 2024-10-18 Jose Antonio Carrillo , Shuchen Guo

The goal of this paper is to approximate several kinds of {\it Mckean-Vlasov SDEs} with {\it irregular coefficients} via weakly interacting particle systems. More precisely, propagation of chaos and convergence rate of Euler-Maruyama scheme…

概率论 · 数学 2019-06-06 Jianhai Bao , Xing Huang

We present a stochastic version of the Cucker-Smale flocking dynamics based on a markovian $N$-particle system of pair interactions with unbounded and, in general, non-Lipschitz continuous interaction potential. We establish the infinite…

概率论 · 数学 2022-03-17 Martin Friesen , Oleksandr Kutoviy

We consider a $N$-particle system interacting through the Newtonian potential with a polynomial cut-off in the presence of noise in velocity. We rigorously prove the propagation of chaos for this interacting stochastic particle system.…

偏微分方程分析 · 数学 2018-08-01 José A. Carrillo , Young-Pil Choi , Samir Salem

This paper is devoted to Fokker-Planck and linear kinetic equations with very weak confinement corresponding to a potential with an at most logarithmic growth and no integrable stationary state. Our goal is to understand how to measure the…

偏微分方程分析 · 数学 2019-01-25 Emeric Bouin , Jean Dolbeault , Christian Schmeiser

We establish an existence result of a solution to a class of probability measure-valued equations, whose solutions can be associated with stationary distributions of many McKean-Vlasov diffusions with gradient-type drifts. Coefficients of…

概率论 · 数学 2025-04-15 Shao-Qin Zhang

The paper studies the rate of convergence of the weak Euler approximation for It\^{o} diffusion and jump processes with H\"{o}lder-continuous generators. It covers a number of stochastic processes including the nondegenerate diffusion…

概率论 · 数学 2014-01-13 Remigijus Mikulevičius , Changyong Zhang

Sampling invariant distributions from an It\^o diffusion process presents a significant challenge in stochastic simulation. Traditional numerical solvers for stochastic differential equations require both a fine step size and a lengthy…

机器学习 · 计算机科学 2025-06-06 Zhiqiang Cai , Yu Cao , Yuanfei Huang , Xiang Zhou

The goal of this paper is to define an evolution equation for a curve of random probability measures $(M_t)_{t\in[0,T]}\subset \mathcal{P}(\mathcal{P}(\mathbb{R}^d))$ associated to a non-local drift $b:[0,T]\times\mathbb{R}^d \times…

偏微分方程分析 · 数学 2025-10-10 Alessandro Pinzi

We propose a particle system of diffusion processes coupled through a chain-like network structure described by an infinite-dimensional, nonlinear stochastic differential equation of McKean-Vlasov type. It has both (i) a local chain…

概率论 · 数学 2019-07-18 Nils Detering , Jean-Pierre Fouque , Tomoyuki Ichiba

We consider the empirical process G_t of a one-dimensional diffusion with finite speed measure, indexed by a collection of functions F. By the central limit theorem for diffusions, the finite-dimensional distributions of G_t converge weakly…

概率论 · 数学 2007-05-23 Aad van der Vaart , Harry van Zanten

We build solutions to Kac's particle system and show that their empirical measures converge to the solution of the space-homogeneous Boltzmann equation in the regime of very soft potentials. This proves propagation of chaos for the last…

偏微分方程分析 · 数学 2026-04-16 Côme Tabary