Bayesian Learning with Information Gain Provably Bounds Risk for a Robust Adversarial Defense

Bao Gia Doan, Ehsan Abbasnejad, Javen Qinfeng Shi, Damith C. Ranashinghe

Abstract: We present a new algorithm to learn a deep neural network model robust against adversarial attacks. Previous algorithms demonstrate an adversarially trained Bayesian Neural Network (BNN) provides i...