Alberto González-Sanz

19 papers A* 2A 1Journal 16
YearRankTypeTitle / Venue / Authors
2025 J jnl
Mode Collapse of Mean-Field Variational Inference.
CoRR
Shunan Sheng, Bohan Wu, Alberto González-Sanz
2025 J jnl
Monotonicity in Quadratically Regularized Linear Programs.
SIAM J. Optim.
Alberto González-Sanz, Marcel Nutz, Andrés Riveros Valdevenito
2025 J jnl
On the Nonconvexity of Push-Forward Constraints and Its Consequences in Machine Learning.
SIAM J. Math. Data Sci.
Lucas de Lara, Mathis Deronzier, Alberto González-Sanz, Virgile Foy
2024 J jnl
Nonlinear Inverse Optimal Transport: Identifiability of the Transport Cost from Its Marginals and Optimal Values.
SIAM J. Math. Anal.
Alberto González-Sanz, Michel Groppe, Axel Munk
2024 J jnl
On the nonconvexity of some push-forward constraints and its consequences in machine learning.
CoRR
Lucas de Lara, Mathis Deronzier, Alberto González-Sanz, Virgile Foy
2024 J jnl
Transport-based Counterfactual Models.
J. Mach. Learn. Res.
Lucas de Lara, Alberto González-Sanz, Nicholas Asher, Laurent Risser, Jean-Michel Loubes
2023 J jnl
An Improved Central Limit Theorem and Fast Convergence Rates for Entropic Transportation Costs.
SIAM J. Math. Data Sci.
Eustasio del Barrio, Alberto González-Sanz, Jean-Michel Loubes, Jonathan Niles-Weed
2023 J jnl
Diffeomorphic Registration Using Sinkhorn Divergences.
SIAM J. Imaging Sci.
Lucas de Lara, Alberto González-Sanz, Jean-Michel Loubes
2023 A conf
Gaussian Processes on Distributions based on Regularized Optimal Transport.
AISTATS
François Bachoc, Louis Béthune, Alberto González-Sanz, Jean-Michel Loubes
2022 J jnl
An improved central limit theorem and fast convergence rates for entropic transportation costs.
CoRR
Eustasio del Barrio, Alberto González-Sanz, Jean-Michel Loubes, Jonathan Niles-Weed
2022 J jnl
GAN Estimation of Lipschitz Optimal Transport Maps.
CoRR
Alberto González-Sanz, Lucas de Lara, Louis Béthune, Jean-Michel Loubes
2022 J jnl
Gaussian Processes on Distributions based on Regularized Optimal Transport.
CoRR
François Bachoc, Louis Béthune, Alberto González-Sanz, Jean-Michel Loubes
2022 A* conf
Pay attention to your loss : understanding misconceptions about Lipschitz neural networks.
NeurIPS
Louis Béthune, Thibaut Boissin, Mathieu Serrurier, Franck Mamalet, Corentin Friedrich, Alberto González-Sanz
2022 J jnl
Tackling Algorithmic Bias in Neural-Network Classifiers using Wasserstein-2 Regularization.
J. Math. Imaging Vis.
Laurent Risser, Alberto González-Sanz, Quentin Vincenot, Jean-Michel Loubes
2021 A* conf
Achieving Robustness in Classification Using Optimal Transport With Hinge Regularization.
CVPR
Mathieu Serrurier, Franck Mamalet, Alberto González-Sanz, Thibaut Boissin, Jean-Michel Loubes, Eustasio del Barrio
2021 J jnl
The Many Faces of 1-Lipschitz Neural Networks.
CoRR
Louis Béthune, Alberto González-Sanz, Franck Mamalet, Mathieu Serrurier
2021 J jnl
Transport-based Counterfactual Models.
CoRR
Lucas de Lara, Alberto González-Sanz, Nicholas Asher, Jean-Michel Loubes
2020 J jnl
A note on the regularity of optimal-transport-based center-outward distribution and quantile functions.
J. Multivar. Anal.
Eustasio del Barrio, Alberto González-Sanz, Marc Hallin
2020 J jnl
Achieving robustness in classification using optimal transport with hinge regularization.
CoRR
Mathieu Serrurier, Franck Mamalet, Alberto González-Sanz, Thibaut Boissin, Jean-Michel Loubes, Eustasio del Barrio