Daniel Jakubovitz

Improving DNN Robustness to Adversarial Attacks using Jacobian Regularization

Deep neural networks have lately shown tremendous performance in various applications including vision and speech processing tasks. However, alongside their ability to perform these tasks with such high accuracy, it has been shown that they are highly susceptible to adversarial attacks: a small chan…