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Three Variants of Differential Privacy: Lossless Conversion and Applications


Aug 14, 2020
Shahab Asoodeh, Jiachun Liao, Flavio P. Calmon, Oliver Kosut, Lalitha Sankar

* An extended version of our previous paper (arXiv:2001.05990) presented at ISIT'20 

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A Better Bound Gives a Hundred Rounds: Enhanced Privacy Guarantees via $f$-Divergences


Jan 16, 2020
Shahab Asoodeh, Jiachun Liao, Flavio P. Calmon, Oliver Kosut, Lalitha Sankar

* Submitted for Publication 

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Theoretical Guarantees for Model Auditing with Finite Adversaries


Nov 08, 2019
Mario Diaz, Peter Kairouz, Jiachun Liao, Lalitha Sankar

* 18 pages, 1 figure 

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Learning Generative Adversarial RePresentations (GAP) under Fairness and Censoring Constraints


Sep 27, 2019
Jiachun Liao, Chong Huang, Peter Kairouz, Lalitha Sankar

* 28 pages, 11 Figures. arXiv admin note: text overlap with arXiv:1807.05306 

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