22 citations · 85 across the 11 of their papers we have counts for
3 papers · 1 filter
A Hybrid Approach to Privacy-Preserving Federated Learning
Stacey Truex, Nathalie Baracaldo, Ali Anwar +4
Federated learning facilitates the collaborative training of models without the sharing of raw data. However, recent attacks demonstrate that simply maintaining data locality durin…
Towards Instance-Optimal Private Query Release
Jaroslaw Blasiok, Mark Bun, Aleksandar Nikolov +1
We study efficient mechanisms for the query release problem in differential privacy: given a workload of statistical queries, output approximate answers to the queries while sa…
The Limits of Post-Selection Generalization
Kobbi Nissim, Adam Smith, Thomas Steinke +2
While statistics and machine learning offers numerous methods for ensuring generalization, these methods often fail in the presence of adaptivity---the common practice in which the…