A quantitative stability result for regularity of optimal transport on compact manifolds
Micah Warren

TL;DR
This paper establishes a quantitative stability result for the regularity of optimal transport maps on compact manifolds, showing that under certain conditions, smoothness persists within a specific Wasserstein neighborhood despite curvature challenges.
Contribution
It introduces a novel maximum principle approach to prove stability of optimal transport regularity under bounded log densities on compact manifolds.
Findings
Optimal transport maps remain smooth within a quantifiable Wasserstein neighborhood.
The Hessian of the Kantorovich potential stays bounded under specified conditions.
The approach overcomes issues caused by unhelpful MTW curvature.
Abstract
We use a Korevaar-style maximum principle approach to show the following: Fixing a bound on the log densities of a set of smooth measures, there is a quantifiably-sized Wasserstein neighborhood over which all pairs of such measures will enjoy smooth optimal transport. \ We do this in spite of unhelpful MTW\ curvature, by showing that when the gradient of the Kantorovich potential is small enough, the Hessian ``bound" places the Hessian in one of two disconnected regions, one bounded and the other unbounded. \ Tracking the estimate along a continuity path which starts in the bounded region, we conclude the Hessian must stay bounded.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
