Gradient estimates for the Schr\"odinger potentials: convergence to the Brenier map and quantitative stability
Abstract
We show convergence of the gradients of the Schr\"odinger potentials to the Brenier map in the small-time limit under general assumptions on the marginals, which allow for unbounded densities and supports. Furthermore, we provide novel quantitative stability estimates for the optimal values and optimal couplings for the Schr\"odinger problem (SP), that we express in terms of a negative order weighted homogeneous Sobolev norm. The latter encodes the linearized behavior of the 2-Wasserstein distance between the marginals. The proofs of both results highlight for the first time the relevance of gradient bounds for Schr\"odinger potentials, that we establish here in full generality, in the analysis of the short-time behavior of Schr\"odinger bridges. Finally, we discuss how our results translate into the framework of quadratic Entropic Optimal Transport, that is a version of SP more suitable for applications in machine learning and data science.
Cite
@article{arxiv.2207.14262,
title = {Gradient estimates for the Schr\"odinger potentials: convergence to the Brenier map and quantitative stability},
author = {Alberto Chiarini and Giovanni Conforti and Giacomo Greco and Luca Tamanini},
journal= {arXiv preprint arXiv:2207.14262},
year = {2023}
}
Comments
36 pages