59 citations · 98 across the 5 of their papers we have counts for
4 papers
Private Domain Adaptation from a Public Source
Raef Bassily, Mehryar Mohri, Ananda Theertha Suresh
A key problem in a variety of applications is that of domain adaptation from a public source domain, for which a relatively large amount of labeled data with no privacy constraints…
Practical Locally Private Heavy Hitters
Raef Bassily, Kobbi Nissim, Uri Stemmer +1
We present new practical local differentially private heavy hitters algorithms achieving optimal or near-optimal worst-case error and running time -- TreeHist and Bitstogram. In bo…
Causal Erasure Channels
Raef Bassily, Adam Smith
We consider the communication problem over binary causal adversarial erasure channels. Such a channel maps input bits to output symbols in , where …
Differentially Private Empirical Risk Minimization: Efficient Algorithms and Tight Error Bounds
Raef Bassily, Adam Smith, Abhradeep Thakurta
In this paper, we initiate a systematic investigation of differentially private algorithms for convex empirical risk minimization. Various instantiations of this problem have been…