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The power of synergy in differential privacy: Combining a small curator with local randomizers

Dec 20, 2019
Amos Beimel, Aleksandra Korolova, Kobbi Nissim, Or Sheffet, Uri Stemmer


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The power of synergy in differential privacy:Combining a small curator with local randomizers

Dec 18, 2019
Amos Beimel, Aleksandra Korolova, Kobbi Nissim, Or Sheffet, Uri Stemmer


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Advances and Open Problems in Federated Learning

Dec 10, 2019
Peter Kairouz, H. Brendan McMahan, Brendan Avent, Aurélien Bellet, Mehdi Bennis, Arjun Nitin Bhagoji, Keith Bonawitz, Zachary Charles, Graham Cormode, Rachel Cummings, Rafael G. L. D'Oliveira, Salim El Rouayheb, David Evans, Josh Gardner, Zachary Garrett, Adrià Gascón, Badih Ghazi, Phillip B. Gibbons, Marco Gruteser, Zaid Harchaoui, Chaoyang He, Lie He, Zhouyuan Huo, Ben Hutchinson, Justin Hsu, Martin Jaggi, Tara Javidi, Gauri Joshi, Mikhail Khodak, Jakub Konečný, Aleksandra Korolova, Farinaz Koushanfar, Sanmi Koyejo, Tancrède Lepoint, Yang Liu, Prateek Mittal, Mehryar Mohri, Richard Nock, Ayfer Özgür, Rasmus Pagh, Mariana Raykova, Hang Qi, Daniel Ramage, Ramesh Raskar, Dawn Song, Weikang Song, Sebastian U. Stich, Ziteng Sun, Ananda Theertha Suresh, Florian Tramèr, Praneeth Vepakomma, Jianyu Wang, Li Xiong, Zheng Xu, Qiang Yang, Felix X. Yu, Han Yu, Sen Zhao


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Preference-Informed Fairness

Apr 03, 2019
Michael P. Kim, Aleksandra Korolova, Guy N. Rothblum, Gal Yona


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The Power of The Hybrid Model for Mean Estimation

Nov 29, 2018
Yatharth Dubey, Aleksandra Korolova

* Workshop on Privacy Preserving Machine Learning, NeurIPS, 2018 

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Differentially-Private "Draw and Discard" Machine Learning

Oct 10, 2018
Vasyl Pihur, Aleksandra Korolova, Frederick Liu, Subhash Sankuratripati, Moti Yung, Dachuan Huang, Ruogu Zeng


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BLENDER: Enabling Local Search with a Hybrid Differential Privacy Model

Aug 26, 2018
Brendan Avent, Aleksandra Korolova, David Zeber, Torgeir Hovden, Benjamin Livshits

* Proceedings of the 26th USENIX Security Symposium (USENIX Security 17). August 16-18, 2017, Vancouver, BC. ISBN 978-1-931971-40-9 

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Privacy Loss in Apple's Implementation of Differential Privacy on MacOS 10.12

Sep 11, 2017
Jun Tang, Aleksandra Korolova, Xiaolong Bai, Xueqiang Wang, Xiaofeng Wang


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