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Non-Euclidean Differentially Private Stochastic Convex Optimization


Mar 01, 2021
Raef Bassily, Crist贸bal Guzm谩n, Anupama Nandi


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Learning from Mixtures of Private and Public Populations


Aug 01, 2020
Raef Bassily, Shay Moran, Anupama Nandi


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Stability of Stochastic Gradient Descent on Nonsmooth Convex Losses


Jun 12, 2020
Raef Bassily, Vitaly Feldman, Crist贸bal Guzm谩n, Kunal Talwar

* 32 pages 

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Private Query Release Assisted by Public Data


Apr 23, 2020
Raef Bassily, Albert Cheu, Shay Moran, Aleksandar Nikolov, Jonathan Ullman, Zhiwei Steven Wu


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Limits of Private Learning with Access to Public Data


Oct 25, 2019
Noga Alon, Raef Bassily, Shay Moran

* NeurIPS 2019 

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Private Stochastic Convex Optimization with Optimal Rates


Aug 27, 2019
Raef Bassily, Vitaly Feldman, Kunal Talwar, Abhradeep Thakurta


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Privately Answering Classification Queries in the Agnostic PAC Model


Jul 31, 2019
Raef Bassily, Anupama Nandi


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On exponential convergence of SGD in non-convex over-parametrized learning


Nov 06, 2018
Raef Bassily, Mikhail Belkin, Siyuan Ma


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The Power of Interpolation: Understanding the Effectiveness of SGD in Modern Over-parametrized Learning


Jun 14, 2018
Siyuan Ma, Raef Bassily, Mikhail Belkin


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Model-Agnostic Private Learning via Stability


Mar 14, 2018
Raef Bassily, Om Thakkar, Abhradeep Thakurta


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Learners that Use Little Information


Feb 28, 2018
Raef Bassily, Shay Moran, Ido Nachum, Jonathan Shafer, Amir Yehudayoff


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Typical Stability


Sep 19, 2016
Raef Bassily, Yoav Freund

* New sections, extended discussions, and complete proofs 

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More General Queries and Less Generalization Error in Adaptive Data Analysis


Nov 10, 2015
Raef Bassily, Adam Smith, Thomas Steinke, Jonathan Ullman

* This paper was merged with another manuscript and is now subsumed by arXiv:1511.02513 

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Algorithmic Stability for Adaptive Data Analysis


Nov 08, 2015
Raef Bassily, Kobbi Nissim, Adam Smith, Thomas Steinke, Uri Stemmer, Jonathan Ullman

* This work unifies and subsumes the two arXiv manuscripts arXiv:1503.04843 and arXiv:1504.05800 

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Local, Private, Efficient Protocols for Succinct Histograms


Apr 18, 2015
Raef Bassily, Adam Smith


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Differentially Private Empirical Risk Minimization: Efficient Algorithms and Tight Error Bounds


Oct 17, 2014
Raef Bassily, Adam Smith, Abhradeep Thakurta


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