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08/26/2021
When and how epochwise double descent happens
Deep neural networks are known to exhibit a `double descent' behavior as...
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08/26/2021
Understanding the Logit Distributions of Adversarially-Trained Deep Neural Networks
Adversarial defenses train deep neural networks to be invariant to the i...
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10/30/2019
Generalization in multitask deep neural classifiers: a statistical physics approach
A proper understanding of the striking generalization abilities of deep ...
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10/19/2019
Label-efficient audio classification through multitask learning and self-supervision
While deep learning has been incredibly successful in modeling tasks wit...
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04/30/2019