A High Dimensional Statistical Model for Adversarial Training: Geometry and Trade-Offs

Kasimir Tanner, Matteo Vilucchio, Bruno Loureiro +1

This work investigates adversarial training in the context of margin-based linear classifiers in the high-dimensional regime where the dimension $d$ and the number of data points $…