1. Deep Learning with Differential Privacy
2. Jimmy Ba and Rich Caruana . 2014. Do deep nets really need to be deep?Advances in neural information processing systems 27 ( 2014 ). Jimmy Ba and Rich Caruana. 2014. Do deep nets really need to be deep?Advances in neural information processing systems 27 (2014).
3. Eugene Bagdasaryan , Omid Poursaeed , and Vitaly Shmatikov . 2019. Differential privacy has disparate impact on model accuracy. Advances in neural information processing systems 32 ( 2019 ). Eugene Bagdasaryan, Omid Poursaeed, and Vitaly Shmatikov. 2019. Differential privacy has disparate impact on model accuracy. Advances in neural information processing systems 32 (2019).
4. Concentrated Differential Privacy: Simplifications, Extensions, and Lower Bounds
5. Membership Inference Attacks From First Principles