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Online Graph Dictionary Learning

 Cédric Vincent-Cuaz , Titouan Vayer , Rémi Flamary , Marco Corneli , Nicolas Courty
ICML 2021 - 38th International Conference on Machine Learning, Jul 2021, Virtual Conference, United States
Communication dans un congrès hal-03140349v2
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Template based Graph Neural Network with Optimal Transport Distances

 Cédric Vincent-Cuaz , Rémi Flamary , Marco Corneli , Titouan Vayer , Nicolas Courty
NeurIPS 2022 – 36th Conference on Neural Information Processing Systems, Nov 2022, New Orleans, United States
Communication dans un congrès hal-03839517v1
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Fused Gromov-Wasserstein Distance for Structured Objects

 Titouan Vayer , Laetitia Chapel , Rémi Flamary , Romain Tavenard , Nicolas Courty
Algorithms, 2020, 13 (9), pp.212. ⟨10.3390/a13090212⟩
Article dans une revue hal-02971153v1
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Time Series Alignment with Global Invariances

 Titouan Vayer , Romain Tavenard , Laetitia Chapel , Nicolas Courty , Rémi Flamary , et al.
Transactions on Machine Learning Research Journal, 2022
Article dans une revue hal-02473959v1
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POT : Python Optimal Transport

 Rémi Flamary , Nicolas Courty , Alexandre Gramfort , Mokhtar Zahdi Alaya , Aurélie Boisbunon , et al.
Journal of Machine Learning Research, 2021
Article dans une revue hal-03264013v1
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Optimisation Riemannienne pour l'apprentissage de graphes structurés

 Alexandre Hippert-Ferrer , Florent Bouchard , Ammar Mian , Titouan Vayer , Arnaud Breloy
GRETSI 2023 - XXIXème Colloque Francophone de Traitement du Signal et des Images, Aug 2023, Grenoble, France. pp.585-588
Communication dans un congrès hal-04228029v1
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Fast Multiscale Diffusion on Graphs

 Sibylle Marcotte , Amélie Barbe , Rémi Gribonval , Titouan Vayer , Marc Sebban , et al.
ICASSP 2022 - IEEE International Conference on Acoustics, Speech and Signal Processing, May 2022, Singapore, Singapore. ⟨10.1109/ICASSP43922.2022.9746802⟩
Communication dans un congrès hal-03212764v2
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Controlling Wasserstein Distances by Kernel Norms with Application to Compressive Statistical Learning

 Titouan Vayer , Rémi Gribonval
Journal of Machine Learning Research, 2023, 24 (149), pp.1--51
Article dans une revue hal-03461492v3

Sliced Gromov-Wasserstein

 Titouan Vayer , Rémi Flamary , Romain Tavenard , Laetitia Chapel , Nicolas Courty
NeurIPS 2019 - Thirty-third Conference on Neural Information Processing Systems, Dec 2019, Vancouver, Canada
Communication dans un congrès hal-02174309v1
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Compressive Recovery of Sparse Precision Matrices

 Titouan Vayer , Etienne Lasalle , Rémi Gribonval , Paulo Gonçalves
2023
Pré-publication, Document de travail hal-04275341v3

Semi-relaxed Gromov Wasserstein divergence with applications on graphs

 Cédric Vincent-Cuaz , Rémi Flamary , Marco Corneli , Titouan Vayer , Nicolas Courty
ICLR 2022 - 10th International Conference on Learning Representations, Apr 2022, Virtual, France. pp.1-28
Communication dans un congrès hal-03832589v1

Optimal Transport for structured data with application on graphs

 Titouan Vayer , Laetitia Chapel , Rémi Flamary , Romain Tavenard , Nicolas Courty
ICML 2019 - 36th International Conference on Machine Learning, Jun 2019, Long Beach, United States. pp.1-16
Communication dans un congrès hal-02174322v1

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

 Titouan Vayer , Laetitia Chapel , Rémi Flamary , Romain Tavenard , Nicolas Courty
2019
Pré-publication, Document de travail hal-02174316v1
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Une contribution au transport optimal sur des espaces incomparables

 Titouan Vayer
Optimization and Control [math.OC]. Université de Bretagne Sud, 2020. English. ⟨NNT : 2020LORIS576⟩
Thèse tel-03102632v2

CO-Optimal Transport

 Ievgen Redko , Titouan Vayer , Rémi Flamary , Nicolas Courty
Neural Information Processing Systems (NeurIPS), Dec 2020, Online, Canada
Communication dans un congrès hal-02972087v1
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Entropic Wasserstein component analysis

 Antoine Collas , Titouan Vayer , Rémi Flamary , Arnaud Breloy
IEEE International Workshop on Machine Learning for Signal Processing (MLSP), Sep 2023, Rome, Italy
Communication dans un congrès hal-04022713v1
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Code for reproducible research - Fast Multiscale Diffusion on Graphs

 Sibylle Marcotte , Amélie Barbe , Rémi Gribonval , Titouan Vayer , Marc Sebban , et al.
2022
Logiciel hal-03576498v1
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Learning Graphical Factor Models with Riemannian Optimization

 Alexandre Hippert-Ferrer , Florent Bouchard , Ammar Mian , Titouan Vayer , Arnaud Breloy
Joint European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD 2023), Sep 2023, Torino, Italy. ⟨10.1007/978-3-031-43421-1_21⟩
Communication dans un congrès hal-04249001v1
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Semi-relaxed Gromov-Wasserstein divergence for graphs classification

 Cédric Vincent-Cuaz , Rémi Flamary , Marco Corneli , Titouan Vayer , Nicolas Courty
Colloque GRETSI 2022 - XXVIIIème Colloque Francophone de Traitement du Signal et des Images, Sep 2022, Nancy, France
Communication dans un congrès hal-03839524v1

Semi-relaxed Gromov Wasserstein divergence with applications on graphs

 Cédric Vincent-Cuaz , Rémi Flamary , Marco Corneli , Titouan Vayer , Nicolas Courty
2021
Pré-publication, Document de travail hal-03376923v1
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SNEkhorn: Dimension Reduction with Symmetric Entropic Affinities

 Hugues Van Assel , Titouan Vayer , Rémi Flamary , Nicolas Courty
Thirty-seventh Annual Conference on Neural Information Processing Systems (NeurIPS), Dec 2023, New Orleans, United States
Communication dans un congrès hal-04103326v2
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Optimization of the Diffusion Time in Graph Diffused-Wasserstein Distances: Application to Domain Adaptation

 Amélie Barbe , Paulo Gonçalves , Marc Sebban , Pierre Borgnat , Rémi Gribonval , et al.
ICTAI 2021 - 33rd IEEE International Conference on Tools with Artificial Intelligence, Nov 2021, Virtual conference, France. pp.1-8, ⟨10.1109/ICTAI52525.2021.00125⟩
Communication dans un congrès hal-03353622v1
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Implicit Differentiation for Hyperparameter Tuning the Weighted Graphical Lasso

 Can Pouliquen , Paulo Gonçalves , Mathurin Massias , Titouan Vayer
GRETSI 2023 - XXIXème Colloque Francophone de Traitement du Signal et des Images, Aug 2023, Grenoble (France), France. pp.1-4
Communication dans un congrès hal-04151796v1
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Subspace Detours Meet Gromov-Wasserstein

 Clément Bonet , Titouan Vayer , Nicolas Courty , François Septier , Lucas Drumetz
Algorithms, 2021, Special Issue Optimal Transport: Algorithms and Applications, 14 (12), pp.366. ⟨10.3390/a14120366⟩
Article dans une revue hal-03500536v1
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