Tightness of the quadratic Gromov–Wasserstein correspondence-plan theorem
Tightness of the quadratic Gromov–Wasserstein correspondence-plan theorem
Let and be probability measures in the setting of the quadratic Gromov–Wasserstein problem. An optimal correspondence plan is a transport plan attaining the optimum for the quadratic Gromov–Wasserstein objective, and a plan is a map when it is induced by a measurable transport map; an anti-map is the analogous graph of a map with reversed orientation.
Tightness conjecture. Theorem is tight: there exist and for which optimal correspondence plans for the quadratic Gromov–Wasserstein problem are not maps, but are instead a union of two graphs, namely the graphs of two maps or of one map and one anti-map. This can occur even when has a density.
The claim gives empirical evidence that the theorem cannot be strengthened to guarantee that an optimal correspondence plan is a map, despite the classical optimal-transport condition that absolute continuity of yields an optimal transport map.
Progress summary
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Sources & referencesView supporting material
Primary source
Théo Dumont, Théo Lacombe and François-Xavier Vialard, “On the existence of Monge maps for the Gromov-Wasserstein problem”, arXiv:2210.11945 (2024).
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