An Algorithmic Framework For Differentially Private Data Analysis on Trusted Processors

Joshua Allen, Bolin Ding, Janardhan Kulkarni, Harsha Nori, Olga Ohrimenko, Sergey Yekhanin

Neural Information Processing Systems 

Theglobalmodel of differential privacy,which assumes that users trust the data collector, provides strong privacy guarantees and introduces small errors in the output.

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