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We prove isometric rigidity for $p$-Wasserstein spaces over finite-dimensional tori and spheres for all $p$. We present a unified approach to proving rigidity that relies on the robust method of recovering measures from their Wasserstein…

Metric Geometry · Mathematics 2024-08-19 György Pál Gehér , Tamás Titkos , Dániel Virosztek

In this paper, we study isometries of $p$-Wasserstein spaces. In our first result, for every complete and separable metric space $X$ and for every $p\geq1$, we construct a metric space $Y$ such that $X$ embeds isometrically into $Y$, and…

Metric Geometry · Mathematics 2025-10-20 Zoltán M. Balogh , Eric Ströher , Tamás Titkos , Dániel Virosztek

We study $p-$Wasserstein spaces $ \mathcal{W}_p(\mathbb{R}^n, d_N)$ over $\mathbb{R}^n$ equipped with a norm metric $d_N$. We show that, if the norm is smooth enough, then the Wasserstein space is isometrically rigid whenever $p \neq 2$. We…

Metric Geometry · Mathematics 2025-11-06 Zoltán M. Balogh , Eric Ströher , Tamás Titkos , Dániel Virosztek

We study $p$-Wasserstein spaces over the branching spaces $\mathbb{R}^2$ and $[-1,1]^2$ equipped with the maximum norm metric. We show that these spaces are isometrically rigid for all $p\geq1,$ meaning that all isometries of these spaces…

Metric Geometry · Mathematics 2025-07-16 Zoltán M. Balogh , Gergely Kiss , Tamás Titkos , Dániel Virosztek

We study the structure of isometries of the quadratic Wasserstein space $\mathcal{W}_2\left(\mathbb{S}^n,\|\cdot\|\right)$ over the sphere endowed with the distance inherited from the norm of $\mathbb{R}^{n+1}$. We prove that…

Metric Geometry · Mathematics 2024-09-10 György Pál Gehér , Aranka Hrušková , Tamás Titkos , Dániel Virosztek

The aim of this paper is to prove that the $p$-Wasserstein space $\mathcal{W}_p(X)$ is isometrically rigid for all $p\geq 1$ whenever $X$ is a countable graph metric space. As a consequence, we obtain that for every countable group $H$ and…

Classical Analysis and ODEs · Mathematics 2022-01-05 Gergely Kiss , Tamás Titkos

We study the structure of the support of a doubling measure by analyzing its self-similarity properties, which we estimate using a variant of the $L^1$ Wasserstein distance. We show that measure satisfying certain self-similarity conditions…

Metric Geometry · Mathematics 2014-11-11 Jonas Azzam , Guy David , Tatiana Toro

We introduce a distortion measure for images, Wasserstein distortion, that simultaneously generalizes pixel-level fidelity on the one hand and realism or perceptual quality on the other. We show how Wasserstein distortion reduces to a pure…

Information Theory · Computer Science 2024-04-01 Yang Qiu , Aaron B. Wagner , Johannes Ballé , Lucas Theis

We establish an equivalence between the rigidity of Wasserstein contraction along heat flows and the rigidity of Bakry--\'Emery gradient estimates for Lipschitz functions. Applying results of Ambrosio--Bru\'e--Semola and Han, we show that…

Metric Geometry · Mathematics 2025-07-28 Zhenhao Li

We extend the geometric study of the Wasserstein space W(X) of a simply connected, negatively curved metric space X by investigating which pairs of boundary points can be linked by a geodesic, when X is a tree.

Differential Geometry · Mathematics 2013-05-14 Jérôme Bertrand , Benoit Kloeckner

Under Gromov--Hausdorff convergence, and equivariant Gromov--Hausdorff convergence, we prove stability results of Wasserstein spaces over certain classes of singular and non-singular spaces. For example, we obtain an analogue of Perelman's…

Metric Geometry · Mathematics 2024-06-11 Mohammad Alattar

In this paper we study the isometric rigidity of certain classes of metric spaces with respect to the $p$-Wasserstein space. We prove that spaces that split a separable Hilbert space are not isometrically rigid with respect to…

Metric Geometry · Mathematics 2024-10-21 Mauricio Che , Fernando Galaz-García , Martin Kerin , Jaime Santos-Rodríguez

The aim of this paper is to investigate the contraction properties of $p$-Wasserstein distances with respect to convolution in Euclidean spaces both qualitatively and quantitatively. We connect this question to the question of uniform…

Analysis of PDEs · Mathematics 2025-12-05 Max Fathi , Michael Goldman , Daniel Tsodyks

Given a metric space X, one defines its Wasserstein space W2(X) as a set of sufficiently decaying probability measures on X endowed with a metric defined from optimal transportation. In this article, we continue the geometric study of W2(X)…

Metric Geometry · Mathematics 2019-10-15 Jérôme Bertrand , Benoît Kloeckner

By means of a space-time Wasserstein control, we show the monotonicity of the W-entropy functional in time along heat flows on possibly singular metric measure spaces with non-negative Ricci curvature and a finite upper bound of dimension…

Probability · Mathematics 2018-11-20 Kazumasa Kuwada , Xiang-Dong Li

We compute the Riemannian connection and curvature for the Wasserstein space of a smooth compact Riemannian manifold.

Differential Geometry · Mathematics 2007-05-23 John Lott

We propose a unifying framework for generalising the Wasserstein-1 metric to a discrepancy measure between nonnegative measures of different mass. This generalization inherits the convexity and computational efficiency from the…

Optimization and Control · Mathematics 2018-03-13 Bernhard Schmitzer , Benedikt Wirth

Recently Kloeckner described the structure of the isometry group of the quadratic Wasserstein space $\mathcal{W}_2\left(\mathbb{R}^n\right)$. It turned out that the case of the real line is exceptional in the sense that there exists an…

Metric Geometry · Mathematics 2020-07-28 György Pál Gehér , Tamás Titkos , Dániel Virosztek

Motivated by Kloeckner's result on the isometry group of the quadratic Wasserstein space $\mathcal{W}_2\left(\mathbb{R}^n\right)$, we describe the isometry group $\mathrm{Isom}\left(\mathcal{W}_p (E)\right)$ for all parameters $0 < p <…

Metric Geometry · Mathematics 2024-08-19 György Pál Gehér , Tamás Titkos , Dániel Virosztek

We study the Wasserstein space (with quadratic cost) of Euclidean spaces as an intrinsic metric space. In particular we compute their isometry groups. Surprisingly, in the case of the line, there exists a (unique) "exotic" isometric flow.…

Metric Geometry · Mathematics 2010-06-24 Benoit Kloeckner
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