1 citations · 1 across the 1 of their papers we have counts for
3 papers
math.OC2026
Local convergence of mean-field Langevin dynamics: from gradient flows to linearly monotone games
Guillaume Wang, Lénaïc Chizat
We study the local convergence of diffusive mean-field systems, including Wasserstein gradient flows, min-max dynamics, and multi-species games. We establish exponential local conv…
cs.LG2024★ 1 cited
Annealed Sinkhorn for Optimal Transport: convergence, regularization path and debiasing
Lénaïc Chizat
Sinkhorn's algorithm is a method of choice to solve large-scale optimal transport (OT) problems. In this context, it involves an inverse temperature parameter that determines t…
math.OC2024
Mean-Field Langevin Dynamics for Signed Measures via a Bilevel Approach
Guillaume Wang, Alireza Mousavi-Hosseini, Lénaïc Chizat
Mean-field Langevin dynamics (MLFD) is a class of interacting particle methods that tackle convex optimization over probability measures on a manifold, which are scalable, versatil…