Sample Complexity

A Fairness Analysis on Private Aggregation of Teacher Ensembles

Authors: Cuong Tran, My H. Dinh, Kyle Beiter, Ferdinando Fioretto | Published: 2021-09-17
Sample Complexity
Privacy Risk Management
Regularization

White-box vs Black-box: Bayes Optimal Strategies for Membership Inference

Authors: Alexandre Sablayrolles, Matthijs Douze, Yann Ollivier, Cordelia Schmid, Hervé Jégou | Published: 2019-08-29
Sample Complexity
Membership Inference
Difficulty Calibration

Rényi Differential Privacy of the Sampled Gaussian Mechanism

Authors: Ilya Mironov, Kunal Talwar, Li Zhang | Published: 2019-08-28
Sample Complexity
Privacy Assessment
Information-Theoretic Privacy