Improving Adversarial Robustness to Sensitivity and Invariance Attacks with Deep Metric Learning

Anaelia Ovalle, Evan Czyzycki, Cho-Jui Hsieh

Intentionally crafted adversarial samples have effectively exploited weaknesses in deep neural networks. A standard method in adversarial robustness assumes a framework to defend a…