Optimal Transport Approach

Ask about this topic

Momentum

6 papers in the last four weeks, against 2 the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 23

All topics
CardsList

  1. Simultaneous Neural Optimal Transport

    Sep 29, 2026Milena Gazdieva, Kirill Sokolov, Jiawei Chen +2Optimal Transport ApproachImage Restoration

    Applied AI Institute AXXX Moscow, Russia · Lomonosov Moscow State University Moscow, Russia · MIRIAI Moscow, Russia

  2. Multi-Marginal Inverse Optimal Transport for Contrastive Learning Via Explicit Anchor-Positive-Negative Coupling

    Sep 27, 2026Ngoc-Hai Nguyen, Thuan Nguyen, Prakash Ishwar +1Contrastive LearningOptimal Transport Approach

    Department of Electrical and Computer Engineering Tufts University · Department of Engineering, Engineering Technology East Tennessee State University · Department of Electrical and Computer Engineering Boston University

  3. Statistical Rates for Entropic Optimal Transport in the Discrete to SubGaussian Regime

    Sep 22, 2026Tomas Gonzalez, Gonzalo MenaOptimal Transport ApproachNon-Gaussianity

    Department of Machine Learning, Carnegie Mellon University · Department of Statistics & Data Science, Carnegie Mellon University

  4. Dynamic Generalized Gromov-Wasserstein Optimal Transport

    Sep 17, 2026Junda Ying, Zhiwei Zeng, Peijie Zhou +1Optimal Transport ApproachSpatial Transcriptomics

    Beijing International Center for Mathematical Research, Peking University · Center for Quantitative Biology, Peking University · Center for Machine Learning Research, Peking University +4

  5. Branched Optimal Transport Amortization

    Sep 14, 2026Semyon Semenov, Viktor Kovalchuk, Meir Roketlishvili +4Generative Flow NetworksOptimal Transport Approach

    MBZUAI

  6. Dual-guided Hierarchical Edge Localization for Large-scale Optimal Transport Across Dimensions

    Sep 14, 2026Wenzhou Xia, Qiaoqiao Ding, Jingwei Liang +1Differentiable Optimal TransportOptimal Transport Approach

    School of Mathematical Sciences, Shanghai Jiao Tong University, Shanghai 200240, China · Institute of Natural Sciences, Shanghai Jiao Tong University, Shanghai 200240, China

  7. Sinkhorn Linearization and the Spectral Proxy: Unifying the Statistical and Algorithmic Theory of Feature-Parameterized Inverse Optimal Transport via a Single Spectral Sandwich

    Aug 13, 2026Han Dong, Jiaming Li, Yongqiang Gong +2Optimal Transport ApproachProximal Operators

    School of Medicine, Nankai University · College of Artificial Intelligence, Nankai University

  8. Distribution Steering via Sliced Optimal Transport Control

    Aug 13, 2026Kaito Ito, Anqi DongOptimal Transport ApproachOptimal Control

    Department of Information Physics and Computing The University of Tokyo, Tokyo 113-8654, Japan · Department of Mathematics and Digital Futures KTH Royal Institute of Technology, 100 44 Stockholm, Sweden

  9. D-CLOT: Double Closed Loop Optimal Transport for Unsupervised Action Segmentation

    Aug 6, 2026Elena Bueno-Benito, Mariella DimiccoliTemporal Action SegmentationLatent Action Models

    Institut de Rob`otica i Inform`atica Industrial, CSIC-UPC, Barcelona, Spain

  10. One Knob to Rule Them All: A Unified Optimal Transport View of Cold-Start Active Learning

    Aug 4, 2026Ning Zhu, Xiaochuan Ma, Juntao Xu +4Pool-Based Active LearningCold-Start

    Glasgow College, University of Electronic Science and Technology of China · School of Mechanical and Electrical Engineering, University of Electronic Science and Technology of China · School of Mathematical Sciences, University of Electronic Science and Technology of China

  11. Field Codes for Distributed Coupling Samplers and Certified Empirical Transport

    Jul 29, 2026Hung Mai, Hai Nguyen, Luong Doan +4Optimal Transport ApproachAccelerated Sampling

    1B0Labs, N2TP Technology · 3Nanyang Technological University · 4Phenikaa University, Vietnam

  12. Sample complexity of unbalanced entropic OT

    Jun 23, 2026Francisco Andrade, Gabriel Peyré, Clarice PoonOptimal Transport ApproachOptimal Sample Complexity

    INRIA (PreMeDICaL & HeKA) · INRIA · CNRS and ENS, PSL Universit´e +1

  13. MST-Direct at Scale: Multivariate and Conditional Geostatistical Simulation via Sinkhorn Optimal Transport

    May 26, 2026Tcharlies Bachmann SchmitzOptimal Transport ApproachMarkov Chain Monte Carlo

    Data Science, PX.Center Joinville, Brasil

  14. Sample Complexity of Transfer Learning: An Optimal Transport Approach

    May 19, 2026Haoyang Cao, Xin Guo, Wenpin Tang +1Transfer LearningLearnability

    Department of Applied Mathematics and Statistics, John Hopkins University, Baltimore, MD, USA · Department of Industrial Engineering and Operations Research, University of California, Berkeley, CA, USA · Department of Industrial Engineering and Operations Research, Columbia University, New York, NY, USA +1

  15. Spherical Harmonic Optimal Transport: Application to Climate Models Comparisons

    May 18, 2026Pierre Houédry, Iskander Legheraba, Léo Buecher +1Differentiable Optimal TransportOptimal Transport Approach

    INRIA Rennes · LPHI, UMR 5294, CNRS, INSERM · IRISA, UMR 6074, CNRS

  16. Scalable Bi-causal Optimal Transport via KL Relaxation and Policy Gradients

    May 17, 2026Haoyang Cao, Jesse Hoekstra, Renyuan Xu +2Optimal Transport ApproachStochastic Optimization

    Department of Applied Mathematics and Statistics, Data Science and AI Institute, and Mathematical Institute for Data Science, Johns Hopkins University. · Department of Statistics, Oxford-Man Institute of Quantitative Finance, and Nuffield College, University of Oxford. · Management Science & Engineering Department, Stanford University. +2

  17. The Observable Wasserstein Distance

    May 11, 2026Edivaldo Lopes dos Santos, Leandro Vicente Mauri, Washington Mio +1Wasserstein DistanceOptimal Transport Approach

    1Departamento de Matem´atica, Universidade Federal de S˜ao Carlos, Brazil · Department of Mathematics, Florida State University, USA

  18. Sinkhorn Treatment Effects: A Causal Optimal Transport Measure

    May 8, 2026Medha Agarwal, Alex LuedtkeHeterogeneous Treatment EffectsOptimal Transport Approach

    Department of Statistics, University of Washington, Seattle, WA, USA · Department of Health Care Policy, Harvard Medical School, Boston, MA, USA

  19. Globally Solving Unbalanced Optimal Transport and Density Control for Gaussian Distributions

    May 5, 2026Haruto Nakashima, Siddhartha Ganguly, Kenji KashimaOptimal Transport ApproachGaussian Primitives

    The Applied Mathematics and Physics Department, Graduate School of Informatics, Kyoto University, Kyoto, Japan · Daniel Guggenheim School of Aerospace, Georgia Institute of Technology, Atlanta, USA

  20. Wasserstein Formulation of Reinforcement Learning. An Optimal Transport Perspective on Policy Optimization

    Apr 16, 2026Mathias DusRiemannian OptimizationWasserstein Distance

    IRMA

  21. Convergence Rates for Distribution Matching with Sliced Optimal Transport

    Feb 11, 2026Gauthier Thurin, Claire Boyer, Kimia NadjahiOptimal Transport ApproachWasserstein Distance

    ENS-PSL · CNRS, ENS Paris, France · LMO, IUF, CELESTE +2

  22. Relative Wasserstein Angle and the Problem of the W2W_2-Nearest Gaussian Distribution

    Jan 29, 2026Binshuai Wang, Peng WeiWasserstein DistanceOptimal Transport Approach

    Department of Computer Science, George Washington University, Washington D.C., USA · MAE, George Washington University, Washington D.C., USA

  23. BalLOT: Balanced kk-means clustering with optimal transport

    Dec 5, 2025Wenyan Luo, Dustin G. MixonK-MeansOptimal Transport Approach

    Department of Mathematics, The Ohio State University, Columbus, Ohio, USA · Translational Data Analytics Institute, The Ohio State University, Columbus, Ohio, USA