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Generalization Guarranties
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Generalization Guarranties
In search of robust measures of generalization
One of the principal scientific challenges in deep learning is explaining generalization, i.e., why the particular way the community …
Gintare Karolina Dziugaite
,
Alexandre Drouin
,
Brayden (Brady) Neal
,
Nitarshan Rajkumar
,
Ethan Victor Caballero
,
Linbo Wang
,
Ioannis Mitliagkas
,
Daniel M. Roy
Conference on Neural Information Processing Systems (NeurIPS), 2020.
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Interpretable genotype-to-phenotype classifiers with performance guarantees
Understanding the relationship between the genome of a cell and its phenotype is a central problem in precision medicine. Nonetheless, …
Alexandre Drouin
,
Gaël Letarte
,
Frédéric Raymond
,
Mario Marchand
,
Jacques Corbeil
,
François Laviolette
Nature Scientific Reports, 2018.
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