257 citations · 537 across the 28 of their papers we have counts for
4 papers · 1 filter
Optimal Differential Privacy Composition for Exponential Mechanisms and the Cost of Adaptivity
Jinshuo Dong, David Durfee, Ryan Rogers
Composition is one of the most important properties of differential privacy (DP), as it allows algorithm designers to build complex private algorithms from DP primitives. We consid…
Guaranteed Validity for Empirical Approaches to Adaptive Data Analysis
Ryan Rogers, Aaron Roth, Adam Smith +3
We design a general framework for answering adaptive statistical queries that focuses on providing explicit confidence intervals along with point estimates. Prior work in this area…
Practical Differentially Private Top- Selection with Pay-what-you-get Composition
David Durfee, Ryan Rogers
We study the problem of top- selection over a large domain universe subject to user-level differential privacy. Typically, the exponential mechanism or report noisy max are the…
Lower Bounds for Locally Private Estimation via Communication Complexity
John Duchi, Ryan Rogers
We develop lower bounds for estimation under local privacy constraints---including differential privacy and its relaxations to approximate or Rényi differential privacy---by showin…