Metric conditions that guarantee existence and uniqueness of Optimal Transport maps
Shucheng Li, Mattia Magnabosco, Timo Schultz

TL;DR
This paper establishes metric conditions, including a local metric twist and non-branching assumptions, that ensure the existence and uniqueness of optimal transport maps in measure spaces.
Contribution
It introduces a nonsmooth local metric twist condition and proves existence and uniqueness of optimal transport maps under this and non-branching assumptions.
Findings
Existence and uniqueness under local metric twist condition
Existence and uniqueness for quadratic cost in non-branching spaces
New metric conditions generalizing previous results
Abstract
We investigate metric conditions that allow to prove existence and uniqueness of a map solving the Monge problem between two marginals in a metric (measure) space, proving two main results. Firstly, we introduce a nonsmooth version of the Riemannian twist condition that we call local metric twist condition, showing, under this assumption on the cost function, existence and uniqueness of optimal transport maps. Secondly, we prove the same result for cost equal to in a metric space satisfying a quantitative non-branching assumption, that we call locally-uniformly non-branching.
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.
Taxonomy
TopicsTransportation Planning and Optimization · Traffic control and management
