论文标题

平均场Langevin动力学混乱的均匀繁殖

Uniform-in-time propagation of chaos for mean field Langevin dynamics

论文作者

Chen, Fan, Ren, Zhenjie, Wang, Songbo

论文摘要

我们研究平均场兰格文动力学和相关的粒子系统。通过假设能量的功能性凸度,我们获得了边缘分布的$ l^p $ - 对平均场动力学的唯一不变度度量。此外,我们证明了$ l^2 $ -Wasserstein公制和相对熵的混乱统一传播。

We study the mean field Langevin dynamics and the associated particle system. By assuming the functional convexity of the energy, we obtain the $L^p$-convergence of the marginal distributions towards the unique invariant measure for the mean field dynamics. Furthermore, we prove the uniform-in-time propagation of chaos in both the $L^2$-Wasserstein metric and relative entropy.

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