Seuraa
Alberto González-Sanz
Alberto González-Sanz
Assistant professor, Columbia University, NY
Vahvistettu sähköpostiosoite verkkotunnuksessa columbia.edu - Kotisivu
Nimike
Viittaukset
Viittaukset
Vuosi
Achieving robustness in classification using optimal transport with hinge regularization
M Serrurier, F Mamalet, A González-Sanz, T Boissin, JM Loubes, ...
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021
592021
An improved central limit theorem and fast convergence rates for entropic transportation costs
E del Barrio, AG Sanz, JM Loubes, J Niles-Weed
SIAM Journal on Mathematics of Data Science 5 (3), 639-669, 2023
482023
Pay attention to your loss: understanding misconceptions about lipschitz neural networks
L Béthune, T Boissin, M Serrurier, F Mamalet, C Friedrich, ...
Advances in Neural Information Processing Systems 35, 20077-20091, 2022
472022
A note on the regularity of optimal-transport-based center-outward distribution and quantile functions
E Del Barrio, A González-Sanz, M Hallin
Journal of Multivariate Analysis 180, 104671, 2020
422020
Transport-based counterfactual models
L De Lara, A González-Sanz, N Asher, L Risser, JM Loubes
Journal of Machine Learning Research 25 (136), 1-59, 2024
412024
Nonparametric multiple-output center-outward quantile regression
E del Barrio, AG Sanz, M Hallin
Journal of the American Statistical Association, 1-15, 2024
352024
Central limit theorems for semi-discrete Wasserstein distances
E Del Barrio, A González Sanz, JM Loubes
Bernoulli 30 (1), 554-580, 2024
332024
Central limit theorems for general transportation costs
E del Barrio, A González-Sanz, JM Loubes
Ann. Inst. H. Poincaré Probab. Statist 60 (2), 847-873, 2021
312021
Weak limits of entropy regularized optimal transport; potentials, plans and divergences
A Gonzalez-Sanz, JM Loubes, J Niles-Weed
arXiv preprint arXiv:2207.07427, 2022
292022
Tackling algorithmic bias in neural-network classifiers using wasserstein-2 regularization
L Risser, AG Sanz, Q Vincenot, JM Loubes
Journal of Mathematical Imaging and Vision 64 (6), 672-689, 2022
202022
Two-sample goodness-of-fit tests on the flat torus based on Wasserstein distance and their relevance to structural biology
J González-Delgado, A González-Sanz, J Cortés, P Neuvial
Electronic Journal of Statistics 17 (1), 1547-1586, 2023
182023
Gaussian processes on distributions based on regularized optimal transport
F Bachoc, L Béthune, A Gonzalez-Sanz, JM Loubes
International Conference on Artificial Intelligence and Statistics, 4986-5010, 2023
142023
Diffeomorphic registration using Sinkhorn divergences
L De Lara, A González-Sanz, JM Loubes
SIAM Journal on Imaging Sciences 16 (1), 250-279, 2023
132023
Weak limits for empirical entropic optimal transport: Beyond smooth costs
A González-Sanz, S Hundrieser
arXiv preprint arXiv:2305.09745, 2023
112023
A consistent extension of discrete optimal transport maps for machine learning applications
L De Lara, A González-Sanz, JM Loubes
arXiv preprint arXiv:2102.08644, 2021
102021
Regularity of center-outward distribution functions in non-convex domains
E del Barrio, A González-Sanz
Advanced Nonlinear Studies 24 (4), 880-894, 2024
52024
Quantitative convergence of quadratically regularized linear programs
A González-Sanz, M Nutz
arXiv preprint arXiv:2408.04088, 2024
42024
Infinitesimal behavior of quadratically regularized optimal transport and its relation with the porous medium equation
A Garriz-Molina, A González-Sanz, G Mordant
arXiv preprint arXiv:2407.21528, 2024
42024
Gan estimation of lipschitz optimal transport maps
A González-Sanz, L De Lara, L Béthune, JM Loubes
arXiv preprint arXiv:2202.07965, 2022
42022
Sparsity of quadratically regularized optimal transport: Scalar case
A González-Sanz, M Nutz
arXiv preprint arXiv:2410.03353, 2024
32024
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Artikkelit 1–20