Calculus of Variations and Geometric Measure Theory

A. Chiarini - G. Conforti - G. Greco - L. Tamanini

Gradient estimates for the Schrödinger potentials: convergence to the Brenier map and quantitative stability

created by tamanini1 on 29 Jul 2022



Inserted: 29 jul 2022
Last Updated: 29 jul 2022

Year: 2022

ArXiv: 2207.14262 PDF


We show convergence of the gradients of the Schrödinger 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 Schrödinger 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 Schrödinger potentials, that we establish here in full generality, in the analysis of the short-time behavior of Schrödinger 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.