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 | 50 | 2021 |
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 | 37 | 2023 |
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 | 37 | 2020 |
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 | 35* | 2022 |
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 | 29* | 2024 |
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 | 29 | 2021 |
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 | 24 | 2022 |
Central limit theorems for semi-discrete Wasserstein distances E Del Barrio, A González Sanz, JM Loubes Bernoulli 30 (1), 554-580, 2024 | 23 | 2024 |
Nonparametric multiple-output center-outward quantile regression E del Barrio, A González Sanz, M Hallin Journal of the American Statistical Association, 1-43, 2024 | 20 | 2024 |
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 | 17 | 2022 |
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 | 15 | 2023 |
Diffeomorphic registration using Sinkhorn divergences L De Lara, A González-Sanz, JM Loubes SIAM Journal on Imaging Sciences 16 (1), 250-279, 2023 | 12 | 2023 |
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 | 10 | 2023 |
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 | 9 | 2021 |
Weak limits for empirical entropic optimal transport: Beyond smooth costs A González-Sanz, S Hundrieser arXiv preprint arXiv:2305.09745, 2023 | 7 | 2023 |
Regularity of center-outward distribution functions in non-convex domains E del Barrio, A González-Sanz Adv. Nonlinear Stud., 2024 | 3 | 2024 |
Gan estimation of lipschitz optimal transport maps A González-Sanz, L De Lara, L Béthune, JM Loubes arXiv preprint arXiv:2202.07965, 2022 | 2 | 2022 |
Monotone Measure-Preserving Maps in Hilbert Spaces: Existence, Uniqueness, and Stability A González-Sanz, M Hallin, B Sen arXiv preprint arXiv:2305.11751, 2023 | 1 | 2023 |
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 | | 2024 |
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 |