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Differentially Private Query Release Through Adaptive Projection

Mar 11, 2021
Sergul Aydore, William Brown, Michael Kearns, Krishnaram Kenthapadi, Luca Melis, Aaron Roth, Ankit Siva

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Adversarial Robustness with Non-uniform Perturbations

Feb 24, 2021
Ecenaz Erdemir, Jeffrey Bickford, Luca Melis, Sergul Aydore

* 21 pages, 6 figures 

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Exploiting Unintended Feature Leakage in Collaborative Learning

Nov 01, 2018
Luca Melis, Congzheng Song, Emiliano De Cristofaro, Vitaly Shmatikov

* Proceedings of 40th IEEE Symposium on Security & Privacy (S&P 2019) 

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Building and Measuring Privacy-Preserving Predictive Blacklists

Oct 08, 2018
Luca Melis, Apostolos Pyrgelis, Emiliano De Cristofaro

* Obsolete paper. For more up-to-date work on collaborative predictive blacklisting, see arXiv:1810.02649 

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LOGAN: Membership Inference Attacks Against Generative Models

Aug 21, 2018
Jamie Hayes, Luca Melis, George Danezis, Emiliano De Cristofaro

* Proceedings on Privacy Enhancing Technologies (PoPETs), Vol. 2019, Issue 1 

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Differentially Private Mixture of Generative Neural Networks

Jul 13, 2018
Gergely Acs, Luca Melis, Claude Castelluccia, Emiliano De Cristofaro

* A shorter version of this paper appeared at the 17th IEEE International Conference on Data Mining (ICDM 2017). This is the full version, published in IEEE Transactions on Knowledge and Data Engineering (TKDE) 

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