11 citations · 16 across the 5 of their papers we have counts for
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cs.LG2021★ 4 cited
Label differential privacy via clustering
Hossein Esfandiari, Vahab Mirrokni, Umar Syed +1
We present new mechanisms for \emph{label differential privacy}, a relaxation of differentially private machine learning that only protects the privacy of the labels in the trainin…
cs.LG2020
Private Optimization Without Constraint Violations
Andrés Muñoz Medina, Umar Syed, Sergei Vassilvitskii +1
We study the problem of differentially private optimization with linear constraints when the right-hand-side of the constraints depends on private data. This type of problem appear…