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Generalization Guarranties
ServiceNow Research
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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