The Dimpled Manifold Model of Adversarial Examples in Machine Learning

Adi Shamir, Odelia Melamed, Oriel BenShmuel

The extreme fragility of deep neural networks, when presented with tiny perturbations in their inputs, was independently discovered by several research groups in 2013. However, des…