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Sliced-Wasserstein Gradient Flows


Oct 21, 2021
Clément Bonet, Nicolas Courty, François Septier, Lucas Drumetz


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Subspace Detours Meet Gromov-Wasserstein


Oct 21, 2021
Clément Bonet, Nicolas Courty, François Septier, Lucas Drumetz


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Factored couplings in multi-marginal optimal transport via difference of convex programming


Oct 18, 2021
Quang Huy Tran, Hicham Janati, Ievgen Redko, RĂ©mi Flamary, Nicolas Courty

* Fix typo and correct the corollary 3.3 

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Semi-relaxed Gromov Wasserstein divergence with applications on graphs


Oct 06, 2021
CĂ©dric Vincent-Cuaz, RĂ©mi Flamary, Marco Corneli, Titouan Vayer, Nicolas Courty

* preprint under review 

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Unbalanced minibatch Optimal Transport; applications to Domain Adaptation


Mar 05, 2021
Kilian Fatras, Thibault Séjourné, Nicolas Courty, Rémi Flamary


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Learning to Generate Wasserstein Barycenters


Feb 24, 2021
Julien Lacombe, Julie Digne, Nicolas Courty, Nicolas Bonneel

* 18 pages, 16 figures, submitted to the Machine Learning journal (Springer) 

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Online Graph Dictionary Learning


Feb 12, 2021
CĂ©dric Vincent-Cuaz, Titouan Vayer, RĂ©mi Flamary, Marco Corneli, Nicolas Courty


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Minibatch optimal transport distances; analysis and applications


Jan 05, 2021
Kilian Fatras, Younes Zine, Szymon Majewski, RĂ©mi Flamary, RĂ©mi Gribonval, Nicolas Courty


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Contextual Semantic Interpretability


Sep 18, 2020
Diego Marcos, Ruth Fong, Sylvain Lobry, Remi Flamary, Nicolas Courty, Devis Tuia

* ACCV 2020 

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Representation Transfer by Optimal Transport


Jul 13, 2020
Xuhong Li, Yves Grandvalet, RĂ©mi Flamary, Nicolas Courty, Dejing Dou


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Match and Reweight Strategy for Generalized Target Shift


Jun 15, 2020
Alain Rakotomamonjy, RĂ©mi Flamary, Gilles Gasso, Mokhtar Z. Alaya, Maxime Berar, Nicolas Courty


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A Cycle GAN Approach for Heterogeneous Domain Adaptation in Land Use Classification


Apr 22, 2020
Claire Voreiter, Jean-Christophe Burnel, Pierre Lassalle, Marc Spigai, Romain Hugues, Nicolas Courty


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CO-Optimal Transport


Feb 22, 2020
Ievgen Redko, Titouan Vayer, RĂ©mi Flamary, Nicolas Courty


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Time Series Alignment with Global Invariances


Feb 10, 2020
Titouan Vayer, Laetitia Chapel, Nicolas Courty, RĂ©mi Flamary, Yann Soullard, Romain Tavenard


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Generating Natural Adversarial Hyperspectral examples with a modified Wasserstein GAN


Jan 27, 2020
Jean-Christophe Burnel, Kilian Fatras, Nicolas Courty

* C&ESAR, Nov 2019, Rennes, France 

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Learning with minibatch Wasserstein : asymptotic and gradient properties


Oct 10, 2019
Kilian Fatras, Younes Zine, RĂ©mi Flamary, RĂ©mi Gribonval, Nicolas Courty


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Sliced Gromov-Wasserstein


May 24, 2019
Titouan Vayer, RĂ©mi Flamary, Romain Tavenard, Laetitia Chapel, Nicolas Courty


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Pushing the right boundaries matters! Wasserstein Adversarial Training for Label Noise


Apr 08, 2019
Bharath Bhushan Damodaran, Kilian Fatras, Sylvain Lobry, RĂ©mi Flamary, Devis Tuia, Nicolas Courty


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End-to-end Learning for Early Classification of Time Series


Jan 30, 2019
Marc Rußwurm, SĂ©bastien LefĂšvre, Nicolas Courty, RĂ©mi Emonet, Marco Körner, Romain Tavenard


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Fused Gromov-Wasserstein distance for structured objects: theoretical foundations and mathematical properties


Nov 07, 2018
Titouan Vayer, Laetita Chapel, RĂ©mi Flamary, Romain Tavenard, Nicolas Courty


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An Entropic Optimal Transport Loss for Learning Deep Neural Networks under Label Noise in Remote Sensing Images


Oct 02, 2018
Bharath Bhushan Damodaran, RĂ©mi Flamary, Viven Seguy, Nicolas Courty

* Under Consideration at Computer Vision and Image Understanding 

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DeepJDOT: Deep Joint Distribution Optimal Transport for Unsupervised Domain Adaptation


Sep 05, 2018
Bharath Bhushan Damodaran, Benjamin Kellenberger, RĂ©mi Flamary, Devis Tuia, Nicolas Courty

* in Proceedings of European Conference on Computer Vision 2018 (ECCV-2018) 
* European Conference on Computer Vision 2018 (ECCV-2018) 

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Optimal Transport for structured data


May 23, 2018
Titouan Vayer, Laetitia Chapel, RĂ©mi Flamary, Romain Tavenard, Nicolas Courty


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Wasserstein Discriminant Analysis


May 23, 2018
RĂ©mi Flamary, Marco Cuturi, Nicolas Courty, Alain Rakotomamonjy


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Optimal Transport for Multi-source Domain Adaptation under Target Shift


May 22, 2018
Ievgen Redko, Nicolas Courty, RĂ©mi Flamary, Devis Tuia


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Wasserstein Distance Measure Machines


Mar 01, 2018
Alain Rakotomamonjy, Abraham Traore, Maxime Berar, RĂ©mi Flamary, Nicolas Courty


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Large-Scale Optimal Transport and Mapping Estimation


Feb 26, 2018
Vivien Seguy, Bharath Bhushan Damodaran, RĂ©mi Flamary, Nicolas Courty, Antoine Rolet, Mathieu Blondel

* 15 pages, 4 figures. To appear in the Proceedings of the International Conference on Learning Representations (ICLR) 2018 

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Data Dependent Kernel Approximation using Pseudo Random Fourier Features


Nov 27, 2017
Bharath Bhushan Damodaran, Nicolas Courty, Philippe-Henri Gosselin


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