Adversarial Sample-Based Approach for Tighter Privacy Auditing in Final Model-Only Scenarios

Sangyeon Yoon, Wonje Jeung, Albert No

Auditing Differentially Private Stochastic Gradient Descent (DP-SGD) in the final model setting is challenging and often results in empirical lower bounds that are significantly lo…