Theo dõi
Alberto González-Sanz
Alberto González-Sanz
Assistant professor, Columbia University, NY
Email được xác minh tại columbia.edu
Tiêu đề
Trích dẫn bởi
Trích dẫn bởi
Năm
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
462021
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
372020
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
332023
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
32*2022
Transport-based counterfactual models
L De Lara, A González-Sanz, N Asher, L Risser, JM Loubes
arXiv preprint arXiv:2108.13025, 2021
28*2021
Central limit theorems for general transportation costs
E del Barrio, A González-Sanz, JM Loubes
arXiv preprint arXiv:2102.06379, 2021
262021
Central limit theorems for semi-discrete Wasserstein distances
E del Barrio, A González Sanz, JM Loubes
Bernoulli 30 (1), 554-580, 2024
212024
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
212022
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
162022
Nonparametric multiple-output center-outward quantile regression
E del Barrio, AG Sanz, M Hallin
arXiv preprint arXiv:2204.11756, 2022
152022
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
142023
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
102023
Diffeomorphic registration using Sinkhorn divergences
L De Lara, A González-Sanz, JM Loubes
SIAM Journal on Imaging Sciences 16 (1), 250-279, 2023
92023
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
72021
Weak limits for empirical entropic optimal transport: Beyond smooth costs
A González-Sanz, S Hundrieser
arXiv preprint arXiv:2305.09745, 2023
62023
Regularity of center-outward distribution functions in non-convex domains
E del Barrio, AG Sanz
arXiv preprint arXiv:2303.16862, 2023
32023
Gan estimation of lipschitz optimal transport maps
A González-Sanz, L De Lara, L Béthune, JM Loubes
arXiv preprint arXiv:2202.07965, 2022
22022
On the nonconvexity of some push-forward constraints and its consequences in machine learning
L De Lara, M Deronzier, A González-Sanz, V Foy
arXiv preprint arXiv:2403.07471, 2024
2024
Nonlinear Inverse Optimal Transport: Identifiability of the Transport Cost from its Marginals and Optimal Values
A González-Sanz, M Groppe, A Munk
arXiv preprint arXiv:2312.05843, 2023
2023
Improved learning theory for kernel distribution regression with two-stage sampling
F Bachoc, L Béthune, A González-Sanz, JM Loubes
arXiv preprint arXiv:2308.14335, 2023
2023
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