Optimal Transport

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Optimal transport is a mathematical theory at the interface between optimization and probability theory. It is a natural tool to study probability distributions in the many situations where they appear: data science, partial differential equations, statistics or shape processing.

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Proxemics and Permeability of the Pedestrian Group Saleh Albeaik Faisal Alsallum Mohamad Alrished OT 78 0 0 30 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 61 0 0 29 Oct 2025
Bridging Simulators with Conditional Optimal Transport Justine Zeghal B. Remy Yashar Hezaveh F. Lanusse Laurence Perreault Levasseur OT 56 0 0 28 Oct 2025
Statistical Analysis of the Sinkhorn Iterations for Two-Sample Schrödinger Bridge Estimation Ibuki Maeda Rentian Yao Atsushi Nitanda OT 56 0 0 26 Oct 2025
Exponential Convergence Guarantees for Iterative Markovian Fitting Marta Gentiloni Silveri Giovanni Conforti Alain Durmus OT 44 0 0 23 Oct 2025
Learning Boltzmann Generators via Constrained Mass Transport Christopher von Klitzing Denis Blessing Henrik Schopmans Pascal Friederich Gerhard Neumann OT 116 0 0 21 Oct 2025
Stick-Breaking Embedded Topic Model with Continuous Optimal Transport for Online Analysis of Document Streams Federica Granese Serena Villata Charles Bouveyron OT 12 0 0 21 Oct 2025
Split-Fuse-Transport: Annotation-Free Saliency via Dual Clustering and Optimal Transport Alignment Muhammad Umer Ramzan Ali Zia Abdelwahed Khamis Noman Ali Usman Ali Wei Xiang OT 36 0 0 20 Oct 2025
A Geometric Approach to Optimal Experimental Design Gavin Kerrigan C. A. Naesseth Tom Rainforth OT 59 0 0 16 Oct 2025
AlignFlow: Improving Flow-based Generative Models with Semi-Discrete Optimal Transport Lingkai Kong Molei Tao Yang Liu Bryan Wang Jinmiao Fu Chien Wang Huidong Liu OT 56 0 0 16 Oct 2025
Nash Flows Over Time with Tolls Shaul Rosner Marc Schröder Laura Vargas Koch OT 49 0 0 15 Oct 2025
An Eulerian Perspective on Straight-Line Sampling Panos Tsimpos Youssef Marzouk OT 28 0 0 13 Oct 2025
Simplifying Optimal Transport through Schatten- $p$ Regularization Tyler Maunu OT 64 0 0 13 Oct 2025
Counterfactual Identifiability via Dynamic Optimal Transport Fabio De Sousa Ribeiro Ainkaran Santhirasekaram Ben Glocker OT 132 0 0 09 Oct 2025
Differentially Private Wasserstein Barycenters Anming Gu Sasidhar Kunapuli Mark Bun Edward Chien Kristjan Greenewald OT 82 0 0 03 Oct 2025
Representational Alignment Across Model Layers and Brain Regions with Hierarchical Optimal Transport Shaan Shah Meenakshi Khosla OT 48 0 0 02 Oct 2025
Noise-Guided Transport for Imitation Learning Lionel Blondé Joao A. Candido Ramos Alexandros Kalousis OT 8 0 0 30 Sep 2025
Reweighted Flow Matching via Unbalanced OT for Label-free Long-tailed Generation Hyunsoo Song Minjung Gim Jaewoong Choi OT 4 0 0 30 Sep 2025
Neural Hamilton--Jacobi Characteristic Flows for Optimal Transport Yesom Park Shu Liu Mo Zhou Stanley Osher OT 11 0 0 30 Sep 2025
Exact Solutions to the Quantum Schrödinger Bridge Problem Mykola Bordyuh Djork-Arné Clevert Marco Bertolini OT 12 0 0 30 Sep 2025
OAT-FM: Optimal Acceleration Transport for Improved Flow Matching Angxiao Yue Anqi Dong Hongteng Xu OT 16 0 0 29 Sep 2025
Flow Matching with Semidiscrete Couplings Alireza Mousavi-Hosseini Stephen Zhang Michal Klein Marco Cuturi OT 51 1 0 29 Sep 2025
Entering the Era of Discrete Diffusion Models: A Benchmark for Schrödinger Bridges and Entropic Optimal Transport Xavier Aramayo Carrasco Grigoriy Ksenofontov Aleksei Leonov Iaroslav Koshelev Alexander Korotin OT 4 0 0 27 Sep 2025
Conditional Risk Minimization with Side Information: A Tractable, Universal Optimal Transport Framework Xinqiao Xie Jonathan Yu-Meng Li OT 20 0 0 27 Sep 2025
New Algorithmic Directions in Optimal Transport and Applications for Product Spaces Salman Beigi O. Etesami Mohammad Mahmoody Amir Najafi OT 32 0 0 25 Sep 2025
Bispectral OT: Dataset Comparison using Symmetry-Aware Optimal Transport Annabel Ma Kaiying Hou David Alvarez-Melis Melanie Weber OT 20 0 0 25 Sep 2025
Optimal Transport Based Hyperspectral Unmixing for Highly Mixed ObservationsWorkshop on Hyperspectral Image and Signal Processing (WHISPERS), 2024 D. Doutsas B. Figliuzzi OT 52 0 0 24 Sep 2025
Fast Estimation of Wasserstein Distances via Regression on Sliced Wasserstein Distances Khai Nguyen Hai Nguyen N. Ho OT 3DPC 3DV 23 0 0 24 Sep 2025
Neighbor Embeddings Using Unbalanced Optimal Transport Metrics Muhammad Rana Keaton Hamm OT 12 0 0 23 Sep 2025
Towards Pre-trained Graph Condensation via Optimal Transport Yeyu Yan Shuai Zheng Wenjun Hui Xiangkai Zhu Dong Chen Zhenfeng Zhu Yao Zhao Kunlun He OT 52 0 0 18 Sep 2025
Discrete optimal transport is a strong audio adversarial attack Anton Selitskiy Akib Shahriyar Jishnuraj Prakasan OT 20 0 0 18 Sep 2025
Masked Diffusion Models as Energy Minimization Sitong Chen Shen Nie Jiacheng Sun Zijin Feng Zhenguo Li Ji-Rong Wen Chongxuan Li DiffM OT 125 0 0 17 Sep 2025
StegOT: Trade-offs in Steganography via Optimal Transport Chengde Lin Xuezhu Gong Shuxue Ding Mingzhe Yang Xijun Lu Chengjun Mo OT 100 0 0 14 Sep 2025
Optimal Multimarginal Schrödinger Bridge: Minimum Spanning Tree over Measure-valued Vertices Georgiy A. Bondar Abhishek Halder OT 64 0 0 12 Sep 2025
A transport approach to the cutoff phenomenon Francesco Pedrotti Justin Salez OT 48 0 0 10 Sep 2025
Sharp Convergence Rates of Empirical Unbalanced Optimal Transport for Spatio-Temporal Point Processes Marina Struleva Shayan Hundrieser Dominic Schuhmacher Axel Munk OT 4 0 0 04 Sep 2025
Gromov-Wasserstein and optimal transport: from assignment problems to probabilistic numeric Iman Seyedi Antonio Candelieri Enza Messina Francesco Archetti OT 52 0 0 04 Sep 2025
Differentiable Expectation-Maximisation and Applications to Gaussian Mixture Model Optimal Transport Samuel Boïté Eloi Tanguy J. Delon A. Desolneux Rémi Flamary OT 129 1 0 02 Sep 2025
Multi-robot Path Planning and Scheduling via Model Predictive Optimal Transport (MPC-OT) Usman A. Khan Mouhacine Benosman Wenliang Liu Federico Pecora Joseph W. Durham OT 64 0 0 28 Aug 2025
Incorporating Pre-trained Diffusion Models in Solving the Schrödinger Bridge Problem Zhicong Tang Tiankai Hang Shuyang Gu Dong Chen Baining Guo DiffM OT 108 0 0 25 Aug 2025
An Introduction to Sliced Optimal Transport Khai Nguyen OT 79 1 0 17 Aug 2025
MOVER: Multimodal Optimal Transport with Volume-based Embedding Regularization Haochen You Baojing Liu OT 64 3 0 16 Aug 2025
Conic Formulations of Transport Metrics for Unbalanced Measure Networks and Hypernetworks Mary Chriselda Antony Oliver Emmanuel Hartman Tom Needham OT 53 0 0 14 Aug 2025
Carbon Pricing in Traffic Networks Svenja M. Griesbach T. Harks Max Klimm M. Markl Philipp Warode OT 48 0 0 12 Aug 2025
Optimal Transport Regularization for Speech Text Alignment in Spoken Language Models Wenze Xu Chun Wang Jiazhen Yu Sheng Chen Liang Gao Weihong Deng OT 56 0 0 11 Aug 2025
Sparse Partial Optimal Transport via Quadratic RegularizationJournal of Computer Science (JCS), 2025 K. Tran K. Nguyen Anh Nguyen Thong Huynh Son Pham ... Manh Pham Bang Vo M. Tran Mai Ngoc Tran Dung Luong OT 41 0 0 11 Aug 2025
Scaled-Dot-Product Attention as One-Sided Entropic Optimal Transport Elon Litman OT 82 0 0 11 Aug 2025
Bootstrap Deep Spectral Clustering with Optimal Transport Wengang Guo Wei Ye Chunchun Chen Xin Sun Christian Böhm Claudia Plant Susanto Rahardja OT 90 0 0 06 Aug 2025
Translation-Equivariant Self-Supervised Learning for Pitch Estimation with Optimal Transport Bernardo Torres Alain Riou Gaël Richard Geoffroy Peeters SSL OT 30 0 0 02 Aug 2025
An Equal-Probability Partition of the Sample Space: A Non-parametric Inference from Finite Samples Urban Eriksson OT 20 0 0 29 Jul 2025

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