DPIS: An Enhanced Mechanism for Differentially Private SGD with Importance Sampling

Jianxin Wei, Ergute Bao, Xiaokui Xiao +1

Nowadays, differential privacy (DP) has become a well-accepted standard for privacy protection, and deep neural networks (DNN) have been immensely successful in machine learning. T…