Quadratic Objective Perturbation: Curvature-Based Differential Privacy
arXiv:2605.05905v1 Announce Type: new
Abstract: Objective perturbation is a standard mechanism in differentially private empirical risk minimization. In particular, Linear Objective Perturbation (LOP) enforces privacy by adding a random linear term, w…