Formal Verification of Differential Privacy
Marco Gaboardi · 2018
Differential Privacy offers ways to answer statistical queries about sensitive data while providing strong provable privacy guarantees ensuring that the presence or absence of a single individual in the data has a negligible statistical effect on the query's result. In this talk I will introduce the basics of differential privacy and some of the fundamental mechanisms for building differentially private programs. I will then overview few different language-based approaches developed to help a programmer to certify her programs differentially private and to guarantee that they provide accurate answers.