Alberto González-Sanz

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 14

Top Topics

Transportation Costs

Gaussian Processes

Top Venues

SIAM J. Math. Data Sci.

SIAM J. Imaging Sci.

Publications

Lucas de Lara, Mathis Deronzier, Alberto González-Sanz, Virgile Foy
On the nonconvexity of some push-forward constraints and its consequences in machine learning. CoRR (2024)
Lucas de Lara, Alberto González-Sanz, Jean-Michel Loubes
Diffeomorphic Registration Using Sinkhorn Divergences. SIAM J. Imaging Sci. 16 (1) (2023)
François Bachoc, Louis Béthune, Alberto González-Sanz, Jean-Michel Loubes
Gaussian Processes on Distributions based on Regularized Optimal Transport. AISTATS (2023)
Eustasio del Barrio, Alberto González-Sanz, Jean-Michel Loubes, Jonathan Niles-Weed
An Improved Central Limit Theorem and Fast Convergence Rates for Entropic Transportation Costs. SIAM J. Math. Data Sci. 5 (3) (2023)
Eustasio del Barrio, Alberto González-Sanz, Jean-Michel Loubes, Jonathan Niles-Weed
An improved central limit theorem and fast convergence rates for entropic transportation costs. CoRR (2022)
François Bachoc, Louis Béthune, Alberto González-Sanz, Jean-Michel Loubes
Gaussian Processes on Distributions based on Regularized Optimal Transport. CoRR (2022)
Louis Béthune, Thibaut Boissin, Mathieu Serrurier, Franck Mamalet, Corentin Friedrich, Alberto González-Sanz
Pay attention to your loss : understanding misconceptions about Lipschitz neural networks. NeurIPS (2022)
Laurent Risser, Alberto González-Sanz, Quentin Vincenot, Jean-Michel Loubes
Tackling Algorithmic Bias in Neural-Network Classifiers using Wasserstein-2 Regularization. J. Math. Imaging Vis. 64 (6) (2022)
Alberto González-Sanz, Lucas de Lara, Louis Béthune, Jean-Michel Loubes
GAN Estimation of Lipschitz Optimal Transport Maps. CoRR (2022)
Lucas de Lara, Alberto González-Sanz, Nicholas Asher, Jean-Michel Loubes
Transport-based Counterfactual Models. CoRR (2021)
Mathieu Serrurier, Franck Mamalet, Alberto González-Sanz, Thibaut Boissin, Jean-Michel Loubes, Eustasio del Barrio
Achieving Robustness in Classification Using Optimal Transport With Hinge Regularization. CVPR (2021)
Louis Béthune, Alberto González-Sanz, Franck Mamalet, Mathieu Serrurier
The Many Faces of 1-Lipschitz Neural Networks. CoRR (2021)
Mathieu Serrurier, Franck Mamalet, Alberto González-Sanz, Thibaut Boissin, Jean-Michel Loubes, Eustasio del Barrio
Achieving robustness in classification using optimal transport with hinge regularization. CoRR (2020)
Eustasio del Barrio, Alberto González-Sanz, Marc Hallin
A note on the regularity of optimal-transport-based center-outward distribution and quantile functions. J. Multivar. Anal. 180 (2020)