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RandomSCM: interpretable ensembles of sparse classifiers tailored for omics data


Aug 11, 2022
Thibaud Godon, Pier-Luc Plante, Baptiste Bauvin, Elina Francovic-Fontaine, Alexandre Drouin, Jacques Corbeil

* 3 pages, 2 figures 

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TACTiS: Transformer-Attentional Copulas for Time Series


Feb 07, 2022
Alexandre Drouin, Étienne Marcotte, Nicolas Chapados

* 27 pages, 15 figures 

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Toward Foundation Models for Earth Monitoring: Proposal for a Climate Change Benchmark


Dec 01, 2021
Alexandre Lacoste, Evan David Sherwin, Hannah Kerner, Hamed Alemohammad, Björn Lütjens, Jeremy Irvin, David Dao, Alex Chang, Mehmet Gunturkun, Alexandre Drouin, Pau Rodriguez, David Vazquez


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Typing assumptions improve identification in causal discovery


Jul 22, 2021
Philippe Brouillard, Perouz Taslakian, Alexandre Lacoste, Sebastien Lachapelle, Alexandre Drouin

* Accepted for presentation as a contributed talk at the Workshop on the Neglected Assumptions in Causal Inference (NACI) at the 38th International Conference on Machine Learning, 2021 

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byteSteady: Fast Classification Using Byte-Level n-Gram Embeddings


Jun 24, 2021
Xiang Zhang, Alexandre Drouin, Raymond Li


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In Search of Robust Measures of Generalization


Oct 22, 2020
Gintare Karolina Dziugaite, Alexandre Drouin, Brady Neal, Nitarshan Rajkumar, Ethan Caballero, Linbo Wang, Ioannis Mitliagkas, Daniel M. Roy

* 27 pages, 11 figures, 34th Conference on Neural Information Processing Systems (NeurIPS 2020), Vancouver, Canada 

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Synbols: Probing Learning Algorithms with Synthetic Datasets


Sep 14, 2020
Alexandre Lacoste, Pau Rodríguez, Frédéric Branchaud-Charron, Parmida Atighehchian, Massimo Caccia, Issam Laradji, Alexandre Drouin, Matt Craddock, Laurent Charlin, David Vázquez


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Differentiable Causal Discovery from Interventional Data


Jul 03, 2020
Philippe Brouillard, SĂ©bastien Lachapelle, Alexandre Lacoste, Simon Lacoste-Julien, Alexandre Drouin

* 34 pages 

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Embedding Propagation: Smoother Manifold for Few-Shot Classification


Mar 09, 2020
Pau RodrĂ­guez, Issam Laradji, Alexandre Drouin, Alexandre Lacoste


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Deep Learning for Electromyographic Hand Gesture Signal Classification Using Transfer Learning


Jun 12, 2018
Ulysse Côté-Allard, Cheikh Latyr Fall, Alexandre Drouin, Alexandre Campeau-Lecours, Clément Gosselin, Kyrre Glette, François Laviolette, Benoit Gosselin

* Source code and datasets available: https://github.com/Giguelingueling/MyoArmbandDataset 

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