Weight-covariance alignment for adversarially robust neural networks

Panagiotis Eustratiadis, Henry Gouk, Da Li, Timothy M. Hospedales

Abstract: Stochastic Neural Networks (SNNs) that inject noise into their hidden layers have recently been shown to achieve strong robustness against adversarial attacks. However, existing SNNs are usually he...