Explore a cutting-edge approach to uncovering differential privacy violations in black-box systems through the use of classifiers in this 15-minute IEEE presentation. Delve into key concepts including terminology, search problem formulation, workflow processes, and theoretical guarantees. Gain insights into related work in the field and understand how DP-Sniper advances the state of the art in privacy protection for data-driven systems.
DP-Sniper - Black-Box Discovery of Differential Privacy Violations Using Classifiers
Overview
Syllabus
Introduction
Terminology
Search Problem
Workflow
Guarantee
Related Work
Taught by
IEEE Symposium on Security and Privacy
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