Noise Sensitivity and Stability of Deep Neural Networks for Binary Classification

Johan Jonasson, Jeffrey E. Steif, Olof Zetterqvist

A first step is taken towards understanding often observed non-robustness phenomena of deep neural net (DNN) classifiers. This is done from the perspective of Boolean functions by…