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

Terrance Liu, Matteo Boglioni, Yiwei Fu +3

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 traini…