A note on the regularity of optimal-transport-based center-outward distribution and quantile functions. - Eustasio del Barrio; Alberto González-Sanz; Marc Hallin (J. Multivar. Anal., 2020)

Achieving Robustness in Classification Using Optimal Transport With Hinge Regularization. - Mathieu Serrurier; Franck Mamalet; Alberto González-Sanz; Thibaut Boissin; Jean-Michel Loubes; Eustasio del Barrio (CVPR, 2021)

The Many Faces of 1-Lipschitz Neural Networks. - Louis Béthune; Alberto González-Sanz; Franck Mamalet; Mathieu Serrurier (CoRR, 2021)

Transport-based Counterfactual Models. - Lucas de Lara; Alberto González-Sanz; Nicholas Asher; Jean-Michel Loubes (CoRR, 2021)

Pay attention to your loss : understanding misconceptions about Lipschitz neural networks. - Louis Béthune; Thibaut Boissin; Mathieu Serrurier; Franck Mamalet; Corentin Friedrich; Alberto González-Sanz (NeurIPS, 2022)

GAN Estimation of Lipschitz Optimal Transport Maps. - Alberto González-Sanz; Lucas de Lara; Louis Béthune; Jean-Michel Loubes (CoRR, 2022)

Tackling Algorithmic Bias in Neural-Network Classifiers using Wasserstein-2 Regularization. - Laurent Risser; Alberto González-Sanz; Quentin Vincenot; Jean-Michel Loubes (J. Math. Imaging Vis., 2022)

Gaussian Processes on Distributions based on Regularized Optimal Transport. - François Bachoc; Louis Béthune; Alberto González-Sanz; Jean-Michel Loubes (AISTATS, 2023)

Diffeomorphic Registration Using Sinkhorn Divergences. - Lucas de Lara; Alberto González-Sanz; Jean-Michel Loubes (SIAM J. Imaging Sci., 2023)

An Improved Central Limit Theorem and Fast Convergence Rates for Entropic Transportation Costs. - Eustasio del Barrio; Alberto González-Sanz; Jean-Michel Loubes; Jonathan Niles-Weed (SIAM J. Math. Data Sci., 2023)

On the nonconvexity of some push-forward constraints and its consequences in machine learning. - Lucas de Lara; Mathis Deronzier; Alberto González-Sanz; Virgile Foy (CoRR, 2024)

Transport-based Counterfactual Models. - Lucas de Lara; Alberto González-Sanz; Nicholas Asher; Laurent Risser; Jean-Michel Loubes (J. Mach. Learn. Res., 2024)

Nonlinear Inverse Optimal Transport: Identifiability of the Transport Cost from Its Marginals and Optimal Values. - Alberto González-Sanz; Michel Groppe; Axel Munk (SIAM J. Math. Anal., 2024)

Monotonicity in Quadratically Regularized Linear Programs. - Alberto González-Sanz; Marcel Nutz; Andrés Riveros Valdevenito (SIAM J. Optim., 2025)