Paper-Conference

SNEkhorn: Dimension Reduction with Symmetric Entropic Affinities
Many approaches in machine learning rely on a weighted graph to encode the similarities between samples in a dataset. Entropic …
Hugues Van Assel, Titouan Vayer, Rémi Flamary, Nicolas Courty
Cite URL NeurIPS 2023
SNEkhorn: Dimension Reduction with Symmetric Entropic Affinities
Aligning individual brains with Fused Unbalanced Gromov-Wasserstein
Individual brains vary in both anatomy and functional organization, even within a given species. Inter-individual variability is a …
Alexis Thual, Huy Tran, Tatiana Zemskova, Nicolas Courty, Rémi Flamary, Stanislas Dehaene, Bertrand Thirion
Cite DOI URL NeurIPS 2023
Aligning individual brains with Fused Unbalanced Gromov-Wasserstein
Match-And-Deform: Time Series Domain Adaptation through Optimal Transport and Temporal Alignment
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François Painblanc, Laetitia Chapel, Nicolas Courty, Chloé Friguet, Charlotte Pelletier, Romain Tavenard
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Hyperbolic Sliced-Wasserstein via Geodesic and Horospherical Projections
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Clément Bonet, Laetitia Chapel, Lucas Drumetz, Nicolas Courty
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Joint multi-modal Self-Supervised pre-training in Remote Sensing: Application to Methane Source Classification
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Paul Berg, Minh-Tan Pham, Nicolas Courty
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Optimal transport for data integration
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Valérie Garès, Chloé Friguet, Nicolas Courty
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Sliced-Wasserstein on Symmetric Positive Definite Matrices for M/EEG Signals
When dealing with electro or magnetoencephalography records, many supervised prediction tasks are solved by working with covariance …
Clément Bonet, Benoît Malézieux, Alain Rakotomamonjy, Lucas Drumetz, Thomas Moreau, Matthieu Kowalski, Nicolas Courty
Cite DOI URL ICML 2023
Sliced-Wasserstein on Symmetric Positive Definite Matrices for M/EEG Signals
Spherical Sliced-Wasserstein
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Clément Bonet, Paul Berg, Nicolas Courty, François Septier, Lucas Drumetz, Minh-Tan Pham
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Unbalanced CO-Optimal Transport
Optimal transport (OT) compares probability distributions by computing a meaningful alignment between their samples. CO-optimal …
Quang Huy Tran, Hicham Janati, Nicolas Courty, Rémi Flamary, Ievgen Redko, Pinar Demetci, Ritambhara Singh
Cite DOI URL AAAI 2023
Unbalanced CO-Optimal Transport
Aligning individual brains with Fused Unbalanced Gromov-Wasserstein
Add the full text or supplementary notes for the publication here using Markdown formatting.
Alexis Thual, Huy Tran, Tatiana Zemskova, Nicolas Courty, Rémi Flamary, Stanislas Dehaene, Bertrand Thirion
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