32 citations · 73 across the 10 of their papers we have counts for
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cs.LG2023★ 4 cited
Exact Optimality of Communication-Privacy-Utility Tradeoffs in Distributed Mean Estimation
Berivan Isik, Wei-Ning Chen, Ayfer Ozgur +2
We study the mean estimation problem under communication and local differential privacy constraints. While previous work has proposed \emph{order}-optimal algorithms for the same p…
cs.LG2021★ 9 cited
An Information-Theoretic Justification for Model Pruning
Berivan Isik, Tsachy Weissman, Albert No
We study the neural network (NN) compression problem, viewing the tension between the compression ratio and NN performance through the lens of rate-distortion theory. We choose a d…