Bounding Training Data Reconstruction in Private (Deep) Learning

Chuan Guo, Brian Karrer, Kamalika Chaudhuri, Laurens van der Maaten

Abstract: Differential privacy is widely accepted as the de facto method for preventing data leakage in ML, and conventional wisdom suggests that it offers strong protection against privacy attacks. However,...