72 citations · 394 across the 35 of their papers we have counts for
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cs.LG2018★ 72 cited
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…
cs.LG2018★ 9 cited
The Limits of Post-Selection Generalization
Kobbi Nissim, Adam Smith, Thomas Steinke +2
While statistics and machine learning offer numerous methods for ensuring generalization, these methods often fail in the presence of adaptivity---the common practice in which the…