research
∙
05/30/2023
Benign Overfitting in Deep Neural Networks under Lazy Training
This paper focuses on over-parameterized deep neural networks (DNNs) wit...
share
research
∙
09/16/2022
Extrapolation and Spectral Bias of Neural Nets with Hadamard Product: a Polynomial Net Study
Neural tangent kernel (NTK) is a powerful tool to analyze training dynam...
research
∙
09/15/2022
Robustness in deep learning: The good (width), the bad (depth), and the ugly (initialization)
We study the average robustness notion in deep neural networks in (selec...
research
∙
09/15/2022
Generalization Properties of NAS under Activation and Skip Connection Search
Neural Architecture Search (NAS) has fostered the automatic discovery of...
research
∙
02/10/2022
Controlling the Complexity and Lipschitz Constant improves polynomial nets
While the class of Polynomial Nets demonstrates comparable performance t...
research
∙
09/03/2019
