257 citations · 537 across the 28 of their papers we have counts for
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stat.ML2018★ 257 cited
Protection Against Reconstruction and Its Applications in Private Federated Learning
Abhishek Bhowmick, John Duchi, Julien Freudiger +2
In large-scale statistical learning, data collection and model fitting are moving increasingly toward peripheral devices---phones, watches, fitness trackers---away from centralized…
cs.DS2018★ 18 cited
Locally Private Mean Estimation: Z-test and Tight Confidence Intervals
Marco Gaboardi, Ryan Rogers, Or Sheffet
This work provides tight upper- and lower-bounds for the problem of mean estimation under -differential privacy in the local model, when the input is composed of i.i.d. draw…