Alberto González-Sanz

According to our database, Alberto González-Sanz authored at least 12 papers between 2020 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Transport-based Counterfactual Models.

Lucas de Lara, Alberto González-Sanz, Nicholas Asher, Laurent Risser, Jean-Michel Loubes

J. Mach. Learn. Res., 2024

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

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., September, 2023

Diffeomorphic Registration Using Sinkhorn Divergences.

Lucas de Lara, Alberto González-Sanz, Jean-Michel Loubes

SIAM J. Imaging Sci., March, 2023

Gaussian Processes on Distributions based on Regularized Optimal Transport.

François Bachoc, Louis Béthune, Alberto González-Sanz, Jean-Michel Loubes

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023

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

GAN Estimation of Lipschitz Optimal Transport Maps.

Alberto González-Sanz, Lucas de Lara, Louis Béthune, Jean-Michel Loubes

CoRR, 2022

Pay attention to your loss : understanding misconceptions about Lipschitz neural networks.

Louis Béthune, Thibaut Boissin, Mathieu Serrurier, Franck Mamalet, Corentin Friedrich, Alberto González-Sanz

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

2021

Transport-based Counterfactual Models.

Lucas de Lara, Alberto González-Sanz, Nicholas Asher, Jean-Michel Loubes

CoRR, 2021

The Many Faces of 1-Lipschitz Neural Networks.

Louis Béthune, Alberto González-Sanz, Franck Mamalet, Mathieu Serrurier

CoRR, 2021

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

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021

2020

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