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08/14/2020
Three Variants of Differential Privacy: Lossless Conversion and Applications
We consider three different variants of differential privacy (DP), namel...
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01/16/2020
A Better Bound Gives a Hundred Rounds: Enhanced Privacy Guarantees via f-Divergences
We derive the optimal differential privacy (DP) parameters of a mechanis...
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11/08/2019
Theoretical Guarantees for Model Auditing with Finite Adversaries
Privacy concerns have led to the development of privacy-preserving appro...
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09/27/2019
Learning Generative Adversarial RePresentations (GAP) under Fairness and Censoring Constraints
We present Generative Adversarial rePresentations (GAP) as a data-driven...
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01/21/2019
Robustness of Maximal α-Leakage to Side Information
Maximal α-leakage is a tunable measure of information leakage based on t...
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09/24/2018
Tunable Measures for Information Leakage and Applications to Privacy-Utility Tradeoffs
In the first half of the paper, we introduce a tunable measure for infor...
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06/08/2018
A Tunable Measure for Information Leakage
A tunable measure for information leakage called maximal α-leakage is in...
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05/31/2018