17 citations · 29 across the 7 of their papers we have counts for
3 papers · 1 filter
Generalization and Stability of Interpolating Neural Networks with Minimal Width
Hossein Taheri, Christos Thrampoulidis
We investigate the generalization and optimization properties of shallow neural-network classifiers trained by gradient descent in the interpolating regime. Specifically, in a real…
Asymptotic Behavior of Adversarial Training in Binary Classification
Hossein Taheri, Ramtin Pedarsani, Christos Thrampoulidis
It has been consistently reported that many machine learning models are susceptible to adversarial attacks i.e., small additive adversarial perturbations applied to data points can…
Fundamental Limits of Ridge-Regularized Empirical Risk Minimization in High Dimensions
Hossein Taheri, Ramtin Pedarsani, Christos Thrampoulidis
Empirical Risk Minimization (ERM) algorithms are widely used in a variety of estimation and prediction tasks in signal-processing and machine learning applications. Despite their p…