Quadratic Objective Perturbation: Curvature-Based Differential Privacy

Daniel Cortild, Coralia Cartis

Objective perturbation is a standard mechanism in differentially private empirical risk minimization. In particular, Linear Objective Perturbation (LOP) enforces privacy by adding…