In this paper, we explore a variety of refinement orders, inspired by the one of QIF, providing precise guarantees for max-case leakage.

In QIF, a refinement order provides strong such guarantees, while, in DP, mechanisms are typically compared w.r.t. the privacy parameter ε in their definition.

In QIF, a refinement order provides strong such guarantees, while, in DP, mechanisms are typically compared w.r.t. the privacy parameter ε in their definition.

In QIF, a refinement order provides strong such guarantees, while, in DP, mechanisms are typically compared w.r.t. the privacy parameter ε in their definition.

Aug 11, 2021 · I will introduce a variety of new refinement orders inspired by QIF and DP which allow us to study threats to privacy using max-case notions.

Aug 11, 2021 · Natasha Fernandes (UNSW), Quantitative Information Flow Refinement Orders and Application to DP ... Data Streams under Differential Privacy.

During the last decade, two main frameworks have emerged in this area: Differential Privacy (DP) and Quantitative Infor- mation Flow (QIF). Differential privacy ...

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Quantitative Information Flow (QIF) and Differential Privacy (DP) are both concerned with the protection of sensitive information, but they are rather ...

Jun 28, 2019 · How can we quantify information leakage in such systems? Quantitative Information Flow (QIF). Study of different leakage measures ...