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Autores principales: Nicaise, Maxime, Bermudez, Yaiza, Perlaza, Samir M.
Formato: Preprint
Publicado: 2026
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Acceso en línea:https://arxiv.org/abs/2604.12996
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author Nicaise, Maxime
Bermudez, Yaiza
Perlaza, Samir M.
author_facet Nicaise, Maxime
Bermudez, Yaiza
Perlaza, Samir M.
contents This work establishes that an optimal transport~(OT) problem regularized by a given $f$-divergence admits the same solution as another OT problem regularized by a different $g$-divergence, under an appropriate transformation of the cost function. This structural equivalence between OT problems regularized by distinct divergences, in the sense of sharing the same unique minimizer, is demonstrated within the framework of Polish spaces with bounded cost functions.
format Preprint
id arxiv_https___arxiv_org_abs_2604_12996
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle Equivalence of optimal transport problems to regularization on the family of f-divergences
Nicaise, Maxime
Bermudez, Yaiza
Perlaza, Samir M.
Statistics Theory
This work establishes that an optimal transport~(OT) problem regularized by a given $f$-divergence admits the same solution as another OT problem regularized by a different $g$-divergence, under an appropriate transformation of the cost function. This structural equivalence between OT problems regularized by distinct divergences, in the sense of sharing the same unique minimizer, is demonstrated within the framework of Polish spaces with bounded cost functions.
title Equivalence of optimal transport problems to regularization on the family of f-divergences
topic Statistics Theory
url https://arxiv.org/abs/2604.12996