29 citations · 59 across the 15 of their papers we have counts for
16 papers
Empirical coordination in the finite blocklength regime: an achievability result---Extended version
Olivier Massicot, Giulia Cervia, Maël Le Treust
Empirical coordination offers a way to understand how agents can coordinate actions under communication constraints. This paper investigates the finite blocklength regime of this p…
Image selective encryption analysis using mutual information in CNN based embedding space
Ikram Messadi, Giulia Cervia, Vincent Itier
As digital data transmission continues to scale, concerns about privacy grow increasingly urgent - yet privacy remains a socially constructed and ambiguously defined concept, lacki…
Pointwise Maximal Leakage on General Alphabets
Sara Saeidian, Giulia Cervia, Tobias J. Oechtering +1
Pointwise maximal leakage (PML) is an operationally meaningful privacy measure that quantifies the amount of information leaking about a secret to a single outcome of a related…
Rethinking Disclosure Prevention with Pointwise Maximal Leakage
Sara Saeidian, Giulia Cervia, Tobias J. Oechtering +1
This paper introduces a paradigm shift in the way privacy is defined, driven by a novel interpretation of the fundamental result of Dwork and Naor about the impossibility of absolu…
Pointwise Maximal Leakage
Sara Saeidian, Giulia Cervia, Tobias J. Oechtering +1
We introduce a privacy measure called pointwise maximal leakage, generalizing the pre-existing notion of maximal leakage, which quantifies the amount of information leaking about a…
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…