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Learning explanations that are hard to vary

Sep 05, 2020
Giambattista Parascandolo, Alexander Neitz, Antonio Orvieto, Luigi Gresele, Bernhard Schölkopf

* From v0: extended experiment in Section 3.1, Figure 7 (multiple thresholds and XOR mask) 

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Relative gradient optimization of the Jacobian term in unsupervised deep learning

Jun 26, 2020
Luigi Gresele, Giancarlo Fissore, Adrián Javaloy, Bernhard Schölkopf, Aapo Hyvärinen

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Modeling Shared Responses in Neuroimaging Studies through MultiView ICA

Jun 12, 2020
Hugo Richard, Luigi Gresele, Aapo Hyvärinen, Bertrand Thirion, Alexandre Gramfort, Pierre Ablin

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Private Causal Inference using Propensity Scores

May 29, 2019
Si Kai Lee, Luigi Gresele, Mijung Park, Krikamol Muandet

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The Incomplete Rosetta Stone Problem: Identifiability Results for Multi-View Nonlinear ICA

May 16, 2019
Luigi Gresele, Paul K. Rubenstein, Arash Mehrjou, Francesco Locatello, Bernhard Schölkopf

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Orthogonal Structure Search for Efficient Causal Discovery from Observational Data

Mar 06, 2019
Anant Raj, Luigi Gresele, Michel Besserve, Bernhard Schölkopf, Stefan Bauer

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