Extremal mechanisms for pointwise maximal leakage
L Grosse, S Saeidian… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
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 …
randomness to data points when released to an untrusted party, thereby decreasing the …
An Algorithm for Enhancing Privacy-Utility Tradeoff in the Privacy Funnel and Other Lift-based Measures
MA Zarrabian, P Sadeghi - 2024 17th International Conference …, 2024 - ieeexplore.ieee.org
This paper investigates the privacy funnel, a privacy-utility tradeoff problem in which mutual
information quantifies both privacy and utility. The objective is to maximize utility while …
information quantifies both privacy and utility. The objective is to maximize utility while …