Differentially Private Adversarial Robustness Through Randomized Perturbations

Nan Xu, Oluwaseyi Feyisetan, Abhinav Aggarwal +2

Deep Neural Networks, despite their great success in diverse domains, are provably sensitive to small perturbations on correctly classified examples and lead to erroneous predictio…