Optimal transport map estimation in general function spaces

7 December 2022

Papers citing "Optimal transport map estimation in general function spaces"

20 / 20 papers shown

Title
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 31 2 0 11 Nov 2024
Wasserstein Flow Matching: Generative modeling over families of distributions D. Haviv Aram-Alexandre Pooladian D. Pe’er Brandon Amos OOD 35 0 0 01 Nov 2024
Kernel Approximation of Fisher-Rao Gradient Flows Jia Jie Zhu Alexander Mielke 44 5 0 27 Oct 2024
Plug-in estimation of Schrödinger bridges Aram-Alexandre Pooladian Jonathan Niles-Weed DiffM OT 40 1 0 21 Aug 2024
Optimal Aggregation of Prediction Intervals under Unsupervised Domain Shift Jiawei Ge Debarghya Mukherjee Jianqing Fan 26 1 0 16 May 2024
Diffeomorphic Measure Matching with Kernels for Generative Modeling Biraj Pandey Bamdad Hosseini Pau Batlle H. Owhadi 18 3 0 12 Feb 2024
A New Perspective On Denoising Based On Optimal Transport Nicolas García Trillos Bodhisattva Sen OOD OT 36 0 0 13 Dec 2023
Algorithms for mean-field variational inference via polyhedral optimization in the Wasserstein space Yiheng Jiang Sinho Chewi Aram-Alexandre Pooladian 27 7 0 05 Dec 2023
Conditional Optimal Transport on Function Spaces Bamdad Hosseini Alexander W. Hsu Amirhossein Taghvaei OT 34 14 0 09 Nov 2023
Distribution learning via neural differential equations: a nonparametric statistical perspective Youssef Marzouk Zhi Ren Sven Wang Jakob Zech 29 11 0 03 Sep 2023
Uniform Confidence Band for Optimal Transport Map on One-Dimensional Data Donlapark Ponnoprat Ryotaro Okano Masaaki Imaizumi OT 18 1 0 18 Jul 2023
Learning Elastic Costs to Shape Monge Displacements Michal Klein Aram-Alexandre Pooladian Pierre Ablin Eugène Ndiaye Jonathan Niles-Weed Marco Cuturi 45 3 0 20 Jun 2023
Stability and statistical inference for semidiscrete optimal transport maps Ritwik Sadhu Ziv Goldfeld Kengo Kato OT 30 2 0 17 Mar 2023
An Approximation Theory Framework for Measure-Transport Sampling Algorithms Ricardo Baptista Bamdad Hosseini Nikola B. Kovachki Youssef M. Marzouk A. Sagiv OT 28 17 0 27 Feb 2023
Minimax estimation of discontinuous optimal transport maps: The semi-discrete case Aram-Alexandre Pooladian Vincent Divol Jonathan Niles-Weed OT 25 20 0 26 Jan 2023
Diffusion Models: A Comprehensive Survey of Methods and Applications Ling Yang Zhilong Zhang Yingxia Shao Shenda Hong Runsheng Xu Yue Zhao Wentao Zhang Bin Cui Ming-Hsuan Yang DiffM MedIm 224 1,300 0 02 Sep 2022
Rates of convergence for nonparametric estimation of singular distributions using generative adversarial networks Minwoo Chae GAN 26 4 0 07 Feb 2022
Entropic estimation of optimal transport maps Aram-Alexandre Pooladian Jonathan Niles-Weed OT 82 105 0 24 Sep 2021
An Optimal Transport Approach to Estimating Causal Effects via Nonlinear Difference-in-Differences William Torous F. Gunsilius Philippe Rigollet OT 43 15 0 12 Aug 2021
Convex Potential Flows: Universal Probability Distributions with Optimal Transport and Convex Optimization Chin-Wei Huang Ricky T. Q. Chen Christos Tsirigotis Aaron Courville OT 112 95 0 10 Dec 2020