Metrics and methods for robustness evaluation of neural networks with generative models

Igor Buzhinsky, Arseny Nerinovsky, Stavros Tripakis

Recent studies have shown that modern deep neural network classifiers are easy to fool, assuming that an adversary is able to slightly modify their inputs. Many papers have propose…