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Statistical bounds for entropic optimal transport: sample complexity and the central limit theorem

28 May 2019

Papers citing "Statistical bounds for entropic optimal transport: sample complexity and the central limit theorem"

50 / 61 papers shown

Title
Leveraging Optimal Transport for Distributed Two-Sample Testing: An Integrated Transportation Distance-based Framework Zhengqi Lin Yan Chen OT 5 0 0 19 Jun 2025
On Fitting Flow Models with Large Sinkhorn Couplings Michal Klein Alireza Mousavi-Hosseini Stephen Zhang Marco Cuturi 30 0 0 05 Jun 2025
Neural Estimation for Scaling Entropic Multimarginal Optimal Transport Dor Tsur Ziv Goldfeld Kristjan Greenewald Haim Permuter 17 0 0 31 May 2025
Tree-Sliced Wasserstein Distance with Nonlinear Projection T. Tran Viet-Hoang Tran Thanh T. Chu Trang Pham Laurent El Ghaoui Tam Le T. Nguyen 66 3 0 02 May 2025
Conditional simulation via entropic optimal transport: Toward non-parametric estimation of conditional Brenier maps Ricardo Baptista Aram-Alexandre Pooladian Michael C. Brennan Youssef Marzouk Jonathan Niles-Weed OT 64 3 0 11 Nov 2024
Wasserstein Flow Matching: Generative modeling over families of distributions Doron Haviv Aram-Alexandre Pooladian Dana Peér Brandon Amos OOD 96 1 0 01 Nov 2024
Linearized Wasserstein Barycenters: Synthesis, Analysis, Representational Capacity, and Applications Matthew Werenski Brendan Mallery Shuchin Aeron James M. Murphy 113 0 0 31 Oct 2024
The Benefits of Balance: From Information Projections to Variance Reduction Lang Liu Ronak R. Mehta Soumik Pal Zaïd Harchaoui 72 0 0 27 Aug 2024
Plug-in estimation of Schrödinger bridges Aram-Alexandre Pooladian Jonathan Niles-Weed DiffM OT 70 2 0 21 Aug 2024
Entropic Optimal Transport Eigenmaps for Nonlinear Alignment and Joint Embedding of High-Dimensional Datasets Boris Landa Y. Kluger Rong Ma 59 0 0 01 Jul 2024
Multivariate Stochastic Dominance via Optimal Transport and Applications to Models Benchmarking Gabriel Rioux Apoorva Nitsure Mattia Rigotti Kristjan Greenewald Youssef Mroueh 93 1 0 10 Jun 2024
Progressive Entropic Optimal Transport Solvers Parnian Kassraie Aram-Alexandre Pooladian Michal Klein James Thornton Jonathan Niles-Weed Marco Cuturi OT 76 6 0 07 Jun 2024
Neural Estimation Of Entropic Optimal Transport Tao Wang Ziv Goldfeld OT 61 2 0 10 May 2024
Hilbert's projective metric for functions of bounded growth and exponential convergence of Sinkhorn's algorithm Stephan Eckstein 126 8 0 07 Nov 2023
Lower Complexity Adaptation for Empirical Entropic Optimal Transport Michel Groppe Shayan Hundrieser OT 53 11 0 23 Jun 2023
Unbalanced Low-rank Optimal Transport Solvers M. Scetbon Michal Klein Giovanni Palla Marco Cuturi OT 75 5 0 31 May 2023
Energy-guided Entropic Neural Optimal Transport Petr Mokrov Alexander Korotin Alexander Kolesov Nikita Gushchin Evgeny Burnaev OT 152 23 0 12 Apr 2023
Scalable Unbalanced Sobolev Transport for Measures on a Graph Tam Le Truyen V. Nguyen Kenji Fukumizu OT 101 9 0 24 Feb 2023
The Monge Gap: A Regularizer to Learn All Transport Maps Théo Uscidda Marco Cuturi OT 90 30 0 09 Feb 2023
Gromov-Wasserstein Distances: Entropic Regularization, Duality, and Sample Complexity Zhengxin Zhang Ziv Goldfeld Youssef Mroueh Bharath K. Sriperumbudur OT 60 18 0 25 Dec 2022
Unbalanced Optimal Transport, from Theory to Numerics Thibault Séjourné Gabriel Peyré Franccois-Xavier Vialard OT 102 49 0 16 Nov 2022
Budget-Constrained Bounds for Mini-Batch Estimation of Optimal Transport David Alvarez-Melis Nicolò Fusi Lester W. Mackey Tal Wagner OT 88 1 0 24 Oct 2022
Stability of Entropic Wasserstein Barycenters and application to random geometric graphs Marc Theveneau Nicolas Keriven 61 4 0 19 Oct 2022
Hierarchical Sliced Wasserstein Distance Khai Nguyen Zhaolin Ren Huy Nguyen Litu Rout T. Nguyen Nhat Ho 87 22 0 27 Sep 2022
Limit Theorems for Entropic Optimal Transport Maps and the Sinkhorn Divergence Ziv Goldfeld Kengo Kato Gabriel Rioux Ritwik Sadhu 71 29 0 18 Jul 2022
Weak limits of entropy regularized Optimal Transport; potentials, plans and divergences Alberto González Sanz Jean-Michel Loubes Jonathan Niles-Weed OT 50 23 0 15 Jul 2022
Diffeomorphic Registration using Sinkhorn Divergences Lucas de Lara Alberto González Sanz Jean-Michel Loubes FedML 73 9 0 28 Jun 2022
Neural Optimal Transport with General Cost Functionals Arip Asadulaev Alexander Korotin Vage Egiazarian Petr Mokrov Evgeny Burnaev OT 124 34 0 30 May 2022
Central limit theorem for the Sliced 1-Wasserstein distance and the max-Sliced 1-Wasserstein distance Xianliang Xu Zhongyi Huang 97 7 0 29 May 2022
Statistical inference with regularized optimal transport Ziv Goldfeld Kengo Kato Gabriel Rioux Ritwik Sadhu OT 75 36 0 09 May 2022
An improved central limit theorem and fast convergence rates for entropic transportation costs E. del Barrio Alberto González Sanz Jean-Michel Loubes Jonathan Niles-Weed OT 71 36 0 19 Apr 2022
Revisiting Sliced Wasserstein on Images: From Vectorization to Convolution Khai Nguyen Nhat Ho 69 25 0 04 Apr 2022
An entropic generalization of Caffarelli's contraction theorem via covariance inequalities Sinho Chewi Aram-Alexandre Pooladian 58 39 0 09 Mar 2022
Optimal Transport Tools (OTT): A JAX Toolbox for all things Wasserstein Marco Cuturi Laetitia Meng-Papaxanthos Yingtao Tian Charlotte Bunne Geoff Davis O. Teboul OT 203 106 0 28 Jan 2022
Entropic Optimal Transport in Random Graphs Nicolas Keriven OT 46 5 0 11 Jan 2022
Understanding Entropic Regularization in GANs Daria Reshetova Yikun Bai Xiugang Wu Ayfer Özgür 61 7 0 02 Nov 2021
Multivariate rank via entropic optimal transport: sample efficiency and generative modeling Shoaib Bin Masud Matthew Werenski James M. Murphy Shuchin Aeron OT 38 9 0 29 Oct 2021
Entropic estimation of optimal transport maps Aram-Alexandre Pooladian Jonathan Niles-Weed OT 120 108 0 24 Sep 2021
Estimation of Stationary Optimal Transport Plans Kevin O'Connor K. Mcgoff A. Nobel OT 53 3 0 25 Jul 2021
Rates of Estimation of Optimal Transport Maps using Plug-in Estimators via Barycentric Projections Nabarun Deb Promit Ghosal B. Sen OT 118 75 0 04 Jul 2021
Asymptotics for semi-discrete entropic optimal transport Jason M. Altschuler Jonathan Niles-Weed Austin J. Stromme 44 27 0 22 Jun 2021
Discrepancy-based Inference for Intractable Generative Models using Quasi-Monte Carlo Ziang Niu J. Meier F. Briol 93 13 0 22 Jun 2021
Convergence of Gaussian-smoothed optimal transport distance with sub-gamma distributions and dependent samples Yixing Zhang Xiuyuan Cheng Galen Reeves OT 56 10 0 28 Feb 2021
Two-sample Test with Kernel Projected Wasserstein Distance Jie Wang Rui Gao Yao Xie 84 20 0 12 Feb 2021
Central Limit Theorems for General Transportation Costs E. del Barrio Alberto González Sanz Jean-Michel Loubes OT 52 28 0 12 Feb 2021
On Transportation of Mini-batches: A Hierarchical Approach Khai Nguyen Dang Nguyen Quoc Nguyen Tung Pham Hung Bui Dinh Q. Phung Trung Le Nhat Ho OT 82 18 0 11 Feb 2021
Estimating 2-Sinkhorn Divergence between Gaussian Processes from Finite-Dimensional Marginals Anton Mallasto OT 36 1 0 05 Feb 2021
Entropy Partial Transport with Tree Metrics: Theory and Practice Tam Le Truyen V. Nguyen OT 70 16 0 24 Jan 2021
Smooth $p$ -Wasserstein Distance: Structure, Empirical Approximation, and Statistical Applications Sloan Nietert Ziv Goldfeld Kengo Kato 105 33 0 11 Jan 2021
Convergence and finite sample approximations of entropic regularized Wasserstein distances in Gaussian and RKHS settings M. H. Quang 108 5 0 05 Jan 2021