Examining the Proximity of Adversarial Examples to Class Manifolds in Deep Networks

Štefan Pócoš, Iveta Bečková, Igor Farkaš

Deep neural networks achieve remarkable performance in multiple fields. However, after proper training they suffer from an inherent vulnerability against adversarial examples (AEs)…