2 papers
cs.IT2021
Optimal Maximal Leakage-Distortion Tradeoff
Sara Saeidian, Giulia Cervia, Tobias J. Oechtering +1
Most methods for publishing data with privacy guarantees introduce randomness into datasets which reduces the utility of the published data. In this paper, we study the privacy-uti…
cs.IT2020
Quantifying Membership Privacy via Information Leakage
Sara Saeidian, Giulia Cervia, Tobias J. Oechtering +1
Machine learning models are known to memorize the unique properties of individual data points in a training set. This memorization capability can be exploited by several types of a…