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07/01/2023
Sparsity-aware generalization theory for deep neural networks
Deep artificial neural networks achieve surprising generalization abilit...
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02/26/2022
Adversarial robustness of sparse local Lipschitz predictors
This work studies the adversarial robustness of parametric functions com...
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05/08/2020
A Study of Neural Training with Non-Gradient and Noise Assisted Gradient Methods
In this work we demonstrate provable guarantees on the training of depth...
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05/04/2020