Eureka: A General Framework for Black-box Differential Privacy Estimators

ePrint Report: Eureka: A General Framework for Black-box Differential Privacy Estimators

Yun Lu, Yu Wei, Malik Magdon-Ismail, Vassilis Zikas

Differential Privacy (DP) is one of the gold standards of privacy. Nonetheless, when one is interested in mechanisms with theoretical guarantees, one has to either choose from a relatively small pallet of generic mechanisms, like Laplacian, Gaussian, and exponential, or develop a new, problem-specific mechanism and analyze its privacy. This makes it challenging for non-experts in security to utilize DP for …

box differential privacy eprint report eureka framework general privacy