Adversarial Training of Two-Layer Polynomial and ReLU Activation Networks via Convex Optimization

Daniel Kuelbs, Sanjay Lall, Mert Pilanci

Training neural networks which are robust to adversarial attacks remains an important problem in deep learning, especially as heavily overparameterized models are adopted in safety…