Adversarial Ink: Componentwise Backward Error Attacks on Deep Learning

Lucas Beerens, Desmond J. Higham

Deep neural networks are capable of state-of-the-art performance in many classification tasks. However, they are known to be vulnerable to adversarial attacks -- small perturbation…