v1v2v3v4 (latest)

Monge-Kantorovich Depth, Quantiles, Ranks, and Signs

29 December 2014

Papers citing "Monge-Kantorovich Depth, Quantiles, Ranks, and Signs"

50 / 109 papers shown

Title
Beyond Uncertainty Sets: Leveraging Optimal Transport to Extend Conformal Predictive Distribution to Multivariate Settings Eugene Ndiaye 131 0 0 19 Nov 2025
Decreasing Entropic Regularization Averaged Gradient for Semi-Discrete Optimal Transport Ferdinand Genans Antoine Godichon-Baggioni François-Xavier Vialard Olivier Wintenberger 100 0 0 31 Oct 2025
Stochastic Optimization in Semi-Discrete Optimal Transport: Convergence Analysis and Minimax Rate Ferdinand Genans Antoine Godichon-Baggioni François-Xavier Vialard Olivier Wintenberger OT 197 0 0 29 Oct 2025
Neural Mutual Information Estimation with Vector Copulas Yanzhi Chen Zijing Ou Adrian Weller Michael U. Gutmann 111 2 0 23 Oct 2025
Conditional Flow Matching for Bayesian Posterior Inference So Won Jeong Percy S. Zhai Veronika Ročová 126 0 0 10 Oct 2025
Neural Optimal Transport Meets Multivariate Conformal Prediction Vladimir Kondratyev Alexander Fishkov Nikita Kotelevskii Mahmoud Hegazy Remi Flamary Maxim Panov Eric Moulines 144 0 0 29 Sep 2025
Multidimensional Uncertainty Quantification via Optimal Transport Nikita Kotelevskii Maiya Goloburda Vladimir Kondratyev Alexander Fishkov Mohsen Guizani Eric Moulines Maxim Panov 169 1 0 26 Sep 2025
What is a good matching of probability measures? A counterfactual lens on transport maps Lucas De Lara Luca Ganassali 132 0 0 19 Sep 2025
Stability of Mean-Field Variational Inference Shunan Sheng Bohan Wu Alberto González-Sanz Marcel Nutz 164 1 0 09 Jun 2025
Neural Estimation for Scaling Entropic Multimarginal Optimal Transport Dor Tsur Ziv Goldfeld Kristjan Greenewald Haim Permuter 137 1 0 31 May 2025
Minimum Volume Conformal Sets for Multivariate Regression Sacha Braun Liviu Aolaritei Michael I. Jordan Francis Bach 351 19 0 24 Mar 2025
A primer on optimal transport for causal inference with observational data Florian F Gunsilius OT CML 250 3 0 10 Mar 2025
Flow-based Conformal Prediction for Multi-dimensional Time Series Junghwan Lee Chen Xu Yao Xie AI4TS AI4CE 291 2 0 08 Feb 2025
Multivariate Conformal Prediction using Optimal Transport Stephen Zhang Louis Béthune Eugène Ndiaye Marco Cuturi OT 387 13 0 05 Feb 2025
Distribution-free Measures of Association based on Optimal Transport Nabarun Deb Promit Ghosal B. Sen OT 301 5 0 20 Nov 2024
Wasserstein Spatial Depth François Bachoc Alberto González Sanz Jean-Michel Loubes Yisha Yao 256 1 0 16 Nov 2024
On the robustness of semi-discrete optimal transport Davy Paindaveine Riccardo Passeggeri OT 206 1 0 25 Oct 2024
On the breakdown point of transport-based quantiles Marco Avella-Medina Alberto González-Sanz OT 169 1 0 21 Oct 2024
Quantiles and Quantile Regression on Riemannian Manifolds: a measure-transportation-based approach Marc Hallin Hang Liu 80 3 0 21 Oct 2024
Deep Generative Quantile BayesInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2024 Jungeum Kim Percy S. Zhai Veronika Rockova 374 1 0 10 Oct 2024
Improved performance guarantees for Tukey's median Stanislav Minsker Yinan Shen FedML 190 1 0 30 Sep 2024
Two-Sample Testing with a Graph-Based Total Variation Integral Probability Metric Alden Green Sivaraman Balakrishnan Robert Tibshirani 166 1 0 24 Sep 2024
Plug-in estimation of Schrödinger bridges Aram-Alexandre Pooladian Jonathan Niles-Weed DiffM OT 234 6 0 21 Aug 2024
Regularized estimation of Monge-Kantorovich quantiles for spherical data Bernard Bercu Jérémie Bigot Gauthier Thurin OT 235 1 0 02 Jul 2024
Neural Optimal Transport with Lagrangian Costs Aram-Alexandre Pooladian Carles Domingo-Enrich Ricky T. Q. Chen Brandon Amos OT 332 19 0 01 Jun 2024
Semi-Discrete Optimal Transport: Nearly Minimax Estimation With Stochastic Gradient Descent and Adaptive Entropic Regularization Ferdinand Genans Antoine Godichon-Baggioni Franccois-Xavier Vialard Olivier Wintenberger 180 0 0 23 May 2024
Neural Estimation Of Entropic Optimal Transport Tao Wang Ziv Goldfeld OT 236 3 0 10 May 2024
Comparing Multivariate Distributions: A Novel Approach Using Optimal Transport-based Plots Sibsankar Singha Marie Kratz S. Vadlamani 118 1 0 30 Apr 2024
A Copula Graphical Model for Multi-Attribute Data using Optimal Transport Q. Zhang Bing Li Lingzhou Xue 184 0 0 10 Apr 2024
Multiple-output composite quantile regression through an optimal transport lens Xuzhi Yang Tengyao Wang 199 1 0 14 Feb 2024
Theoretical properties of angular halfspace depth Stanislav Nagy Petra Laketa 157 3 0 13 Feb 2024
Local Identification in Instrumental Variable Multivariate Quantile Regression Models Haruki Kono 163 0 0 21 Jan 2024
On the use of the M-quantiles for outlier detection in multivariate data SAJAL CHAKROBORTY Ram Iyer A. A. Trindade 139 3 0 03 Jan 2024
Fast kernel half-space depth for data with non-convex supports Arturo Castellanos Pavlo Mozharovskyi Florence dÁlché-Buc Hicham Janati MDE 134 1 0 21 Dec 2023
A New Perspective On Denoising Based On Optimal TransportInformation and Inference A Journal of the IMA (JIII), 2023 Nicolas García Trillos Bodhisattva Sen OOD OT 197 2 0 13 Dec 2023
Toward Stronger Textual Attack DetectorsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Pierre Colombo Marine Picot Nathan Noiry Guillaume Staerman Pablo Piantanida 786 5 0 21 Oct 2023
Nearly Minimax Optimal Wasserstein Conditional Independence TestingInformation and Inference A Journal of the IMA (JIII), 2023 Matey Neykov Larry A. Wasserman Ilmun Kim Sivaraman Balakrishnan 258 3 0 16 Aug 2023
Monge-Kantorovich superquantiles and expected shortfalls with applications to multivariate risk measurementsElectronic Journal of Statistics (EJS), 2023 Bernard Bercu Jérémie Bigot Gauthier Thurin 183 1 0 04 Jul 2023
Vector Quantile Regression on ManifoldsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 Marco Pegoraro S. Vedula Aviv A. Rosenberg Irene Tallini Emanuele Rodolà A. Bronstein 302 2 0 03 Jul 2023
Kernel Random Projection Depth for Outlier DetectionAsia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC), 2023 Akira Tamamori 198 1 0 12 Jun 2023
Adaptive Conditional Quantile Neural ProcessesConference on Uncertainty in Artificial Intelligence (UAI), 2023 Peiman Mohseni N. Duffield Bani Mallick Arman Hasanzadeh 269 4 0 30 May 2023
Regularity of center-outward distribution functions in non-convex domainsAdvanced Nonlinear Studies (ANS), 2023 E. del Barrio Alberto González Sanz 182 8 0 29 Mar 2023
Stability and statistical inference for semidiscrete optimal transport mapsThe Annals of Applied Probability (Ann. Appl. Probab.), 2023 Ritwik Sadhu Ziv Goldfeld Kengo Kato OT 174 4 0 17 Mar 2023
On Rank Energy Statistics via Optimal Transport: Continuity, Convergence, and Change Point DetectionIEEE Transactions on Information Theory (IEEE Trans. Inf. Theory), 2023 Matthew Werenski Shoaib Bin Masud James M. Murphy Shuchin Aeron 195 5 0 15 Feb 2023
How to Trust Your Diffusion Model: A Convex Optimization Approach to Conformal Risk ControlInternational Conference on Machine Learning (ICML), 2023 Jacopo Teneggi Matthew Tivnan J. W. Stayman Jeremias Sulam DiffM 361 41 0 07 Feb 2023
A Bipartite Ranking Approach to the Two-Sample ProblemElectronic Journal of Statistics (EJS), 2023 Stéphan Clémenccon Myrto Limnios Nicolas Vayatis 165 4 0 07 Feb 2023
Stochastic optimal transport in Banach Spaces for regularized estimation of multivariate quantilesSIAM Journal on Mathematics of Data Science (SIMODS), 2023 Bernard Bercu Jérémie Bigot Gauthier Thurin 420 2 0 02 Feb 2023
Minimax estimation of discontinuous optimal transport maps: The semi-discrete caseInternational Conference on Machine Learning (ICML), 2023 Aram-Alexandre Pooladian Vincent Divol Jonathan Niles-Weed OT 244 26 0 26 Jan 2023
Nonparametric Measure-Transportation-Based Methods for Directional Data Marc Hallin Han Liu Thomas Verdebout OT 298 11 0 20 Dec 2022
Optimal transport map estimation in general function spaces Vincent Divol Jonathan Niles-Weed Aram-Alexandre Pooladian OT 204 25 0 07 Dec 2022