331 citations · 712 across the 75 of their papers we have counts for
3 papers · 2 filters
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…
Remote Joint Strong Coordination and Reliable Communication
Giulia Cervia, Tobias J. Oechtering, Mikael Skoglund
We consider a three-node network, in which two agents wish to communicate over a noisy channel, while controlling the distribution observed by a third external agent. We use strong…
A Design Framework for Strongly -Private Data Disclosure
Amirreza Zamani, Tobias J. Oechtering, Mikael Skoglund
In this paper, we study a stochastic disclosure control problem using information-theoretic methods. The useful data to be disclosed depend on private data that should be protected…