Sara Saeidian

Extremal Mechanisms for Pointwise Maximal Leakage

2023 · arXiv (Cornell University)

Data publishing under privacy constraints can be achieved with mechanisms that add randomness to data points when released to an untrusted party, thereby decreasing the data's utility. In this paper, we analyze this privacy-utility tradeoff …