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Contraction of Locally Differentially Private Mechanisms


Oct 24, 2022
Shahab Asoodeh, Huanyu Zhang

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The Saddle-Point Accountant for Differential Privacy


Aug 20, 2022
Wael Alghamdi, Shahab Asoodeh, Flavio P. Calmon, Juan Felipe Gomez, Oliver Kosut, Lalitha Sankar, Fei Wei

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* 31 pages, 4 figures 

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Cactus Mechanisms: Optimal Differential Privacy Mechanisms in the Large-Composition Regime


Jun 25, 2022
Wael Alghamdi, Shahab Asoodeh, Flavio P. Calmon, Oliver Kosut, Lalitha Sankar, Fei Wei

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* 41 pages, 5 figures 

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Beyond Adult and COMPAS: Fairness in Multi-Class Prediction


Jun 15, 2022
Wael Alghamdi, Hsiang Hsu, Haewon Jeong, Hao Wang, P. Winston Michalak, Shahab Asoodeh, Flavio P. Calmon

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* 46 pages, 15 figures 

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Local Differential Privacy Is Equivalent to Contraction of $E_γ$-Divergence


Feb 02, 2021
Shahab Asoodeh, Maryam Aliakbarpour, Flavio P. Calmon

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Privacy Analysis of Online Learning Algorithms via Contraction Coefficients


Dec 20, 2020
Shahab Asoodeh, Mario Diaz, Flavio P. Calmon

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* Submitted 

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Bottleneck Problems: Information and Estimation-Theoretic View


Nov 12, 2020
Shahab Asoodeh, Flavio Calmon

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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

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

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Privacy Amplification of Iterative Algorithms via Contraction Coefficients


Jan 17, 2020
Shahab Asoodeh, Mario Diaz, Flavio P. Calmon

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* Submitted for publication 

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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

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* Submitted for Publication 

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