Matteo Boglioni

Enhancing One-run Privacy Auditing with Quantile Regression-Based Membership Inference

2025 · arXiv (Cornell University)

Differential privacy (DP) auditing aims to provide empirical lower bounds on the privacy guarantees of DP mechanisms like DP-SGD. While some existing techniques require many training runs that are prohibitively costly, recent work introduces one-run …