Understanding and Quantifying Adversarial Examples Existence in Linear Classification

Xupeng Shi, A. Adam Ding

State-of-art deep neural networks (DNN) are vulnerable to attacks by adversarial examples: a carefully designed small perturbation to the input, that is imperceptible to human, can…