Automatic Discovery of Privacy-Utility Pareto Fronts

Brendan Avent, Javier Gonzalez, Tom Diethe +2

Differential privacy is a mathematical framework for privacy-preserving data analysis. Changing the hyperparameters of a differentially private algorithm allows one to trade off pr…