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Uncovering Challenges of Solving the Continuous Gromov-Wasserstein Problem

10 March 2023

Xavier Aramayo Carrasco

Papers citing "Uncovering Challenges of Solving the Continuous Gromov-Wasserstein Problem"

48 / 48 papers shown

Title
Strongly Isomorphic Neural Optimal Transport Across Incomparable Spaces Athina Sotiropoulou David Alvarez-Melis OT 47 2 0 20 Jul 2024
Distributional Reduction: Unifying Dimensionality Reduction and Clustering with Gromov-Wasserstein Hugues van Assel Cédric Vincent-Cuaz Nicolas Courty Rémi Flamary Pascal Frossard Titouan Vayer 52 5 0 03 Feb 2024
Neural Entropic Gromov-Wasserstein Alignment Tao Wang Ziv Goldfeld OT 65 3 0 12 Dec 2023
Structured Transforms Across Spaces with Cost-Regularized Optimal Transport Othmane Sebbouh Marco Cuturi Gabriel Peyré OT 60 4 0 09 Nov 2023
Recent Advances in Optimal Transport for Machine Learning Eduardo Fernandes Montesuma Fred-Maurice Ngole-Mboula Antoine Souloumiac OOD OT 71 39 0 28 Jun 2023
Generative Modeling through the Semi-dual Formulation of Unbalanced Optimal Transport Jaemoo Choi Jaewoong Choi Myung-joo Kang OT 95 23 0 24 May 2023
Energy-guided Entropic Neural Optimal Transport Petr Mokrov Alexander Korotin Alexander Kolesov Nikita Gushchin Evgeny Burnaev OT 93 23 0 12 Apr 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 54 18 0 25 Dec 2022
Quantized Wasserstein Procrustes Alignment of Word Embedding Spaces Prince Osei Aboagye Yan Zheng Michael Yeh Junpeng Wang Zhongfang Zhuang Huiyuan Chen Liang Wang Wei Zhang J. M. Phillips OT 57 4 0 05 Dec 2022
Entropic Neural Optimal Transport via Diffusion Processes Nikita Gushchin Alexander Kolesov Alexander Korotin Dmitry Vetrov Evgeny Burnaev OT DiffM 97 42 0 02 Nov 2022
Flow Matching for Generative Modeling Y. Lipman Ricky T. Q. Chen Heli Ben-Hamu Maximilian Nickel Matt Le OOD 213 1,389 0 06 Oct 2022
Neural Optimal Transport with General Cost Functionals Arip Asadulaev Alexander Korotin Vage Egiazarian Petr Mokrov Evgeny Burnaev OT 115 34 0 30 May 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 201 106 0 28 Jan 2022
Neural Optimal Transport Alexander Korotin Daniil Selikhanovych Evgeny Burnaev OT 199 99 0 28 Jan 2022
Cycle Consistent Probability Divergences Across Different Spaces Zhengxin Zhang Youssef Mroueh Ziv Goldfeld Bharath K. Sriperumbudur 72 10 0 22 Nov 2021
Score-based Generative Neural Networks for Large-Scale Optimal Transport Max Daniels Tyler Maunu Paul Hand OT DiffM 69 72 0 07 Oct 2021
Generative Modeling with Optimal Transport Maps Litu Rout Alexander Korotin Evgeny Burnaev OT DiffM 195 70 0 06 Oct 2021
Reversible Gromov-Monge Sampler for Simulation-Based Inference Y. Hur Wenxuan Guo Tengyuan Liang 66 9 0 28 Sep 2021
Entropic estimation of optimal transport maps Aram-Alexandre Pooladian Jonathan Niles-Weed OT 112 108 0 24 Sep 2021
Neural Monge Map estimation and its applications JiaoJiao Fan Shu Liu Shaojun Ma Haomin Zhou Yongxin Chen OT 120 27 0 07 Jun 2021
Do Neural Optimal Transport Solvers Work? A Continuous Wasserstein-2 Benchmark Alexander Korotin Lingxiao Li Aude Genevay Justin Solomon Alexander N. Filippov Evgeny Burnaev OT 162 89 0 03 Jun 2021
Linear-Time Gromov Wasserstein Distances using Low Rank Couplings and Costs M. Scetbon Gabriel Peyré Marco Cuturi OT 65 61 0 02 Jun 2021
Online Graph Dictionary Learning Cédric Vincent-Cuaz Titouan Vayer Rémi Flamary Marco Corneli Nicolas Courty 68 46 0 12 Feb 2021
Continuous Wasserstein-2 Barycenter Estimation without Minimax Optimization Alexander Korotin Lingxiao Li Justin Solomon Evgeny Burnaev 129 54 0 02 Feb 2021
Learning Graphons via Structured Gromov-Wasserstein Barycenters Hongteng Xu Dixin Luo Lawrence Carin H. Zha 99 33 0 10 Dec 2020
A contribution to Optimal Transport on incomparable spaces Titouan Vayer OT 62 20 0 09 Nov 2020
The Unbalanced Gromov Wasserstein Distance: Conic Formulation and Relaxation Thibault Séjourné François-Xavier Vialard Gabriel Peyré OT 86 71 0 09 Sep 2020
Graph Optimal Transport for Cross-Domain Alignment Liqun Chen Zhe Gan Yu Cheng Linjie Li Lawrence Carin Jingjing Liu OT 106 152 0 26 Jun 2020
Generalized Spectral Clustering via Gromov-Wasserstein Learning Samir Chowdhury Tom Needham 60 54 0 07 Jun 2020
Wasserstein-2 Generative Networks Alexander Korotin Vage Egiazarian Arip Asadulaev Alexander Safin Evgeny Burnaev GAN 215 109 0 28 Sep 2019
Optimal transport mapping via input convex neural networks Ashok Vardhan Makkuva Amirhossein Taghvaei Sewoong Oh Jason D. Lee OT 72 202 0 28 Aug 2019
Sliced Gromov-Wasserstein Titouan Vayer Rémi Flamary Romain Tavenard Laetitia Chapel Nicolas Courty OT 69 100 0 24 May 2019
Scalable Gromov-Wasserstein Learning for Graph Partitioning and Matching Hongteng Xu Dixin Luo Lawrence Carin 64 197 0 18 May 2019
Interpolating between Optimal Transport and MMD using Sinkhorn Divergences Jean Feydy Thibault Séjourné François-Xavier Vialard S. Amari A. Trouvé Gabriel Peyré OT 70 532 0 18 Oct 2018
Gromov-Wasserstein Alignment of Word Embedding Spaces David Alvarez-Melis Tommi Jaakkola OT 56 328 0 31 Aug 2018
Unsupervised Alignment of Embeddings with Wasserstein Procrustes Edouard Grave Armand Joulin Quentin Berthet 79 199 0 29 May 2018
Optimal Transport for structured data with application on graphs Titouan Vayer Laetitia Chapel Rémi Flamary R. Tavenard Nicolas Courty OT 75 274 0 23 May 2018
Improving GANs Using Optimal Transport Tim Salimans Han Zhang Alec Radford Dimitris N. Metaxas OT GAN 76 324 0 15 Mar 2018
Optimal Transport for Multi-source Domain Adaptation under Target Shift I. Redko Nicolas Courty Rémi Flamary D. Tuia OOD 38 142 0 13 Mar 2018
Computational Optimal Transport Gabriel Peyré Marco Cuturi OT 237 2,151 0 01 Mar 2018
Word Translation Without Parallel Data Alexis Conneau Guillaume Lample MarcÁurelio Ranzato Ludovic Denoyer Hervé Jégou 296 1,662 0 11 Oct 2017
BPEmb: Tokenization-free Pre-trained Subword Embeddings in 275 Languages Benjamin Heinzerling Michael Strube 66 232 0 05 Oct 2017
FastText.zip: Compressing text classification models Armand Joulin Edouard Grave Piotr Bojanowski Matthijs Douze Hervé Jégou Tomas Mikolov MQ 96 1,216 0 12 Dec 2016
Optimal spectral transportation with application to music transcription Rémi Flamary Cédric Févotte Nicolas Courty Valentin Emiya OT 61 34 0 30 Sep 2016
Stochastic Optimization for Large-scale Optimal Transport Aude Genevay Marco Cuturi Gabriel Peyré Francis R. Bach OT 85 469 0 27 May 2016
Optimal Transport for Domain Adaptation Nicolas Courty Rémi Flamary D. Tuia A. Rakotomamonjy OT OOD 157 1,125 0 02 Jul 2015
Sinkhorn Distances: Lightspeed Computation of Optimal Transportation Distances Marco Cuturi OT 220 4,294 0 04 Jun 2013