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cs.LG2021★ 1 cited
Differentially Private Nonparametric Regression Under a Growth Condition
Noah Golowich
Given a real-valued hypothesis class , we investigate under what conditions there is a differentially private algorithm which learns an optimal hypothesis from $\mathc…
cs.LG2021
Littlestone Classes are Privately Online Learnable
Noah Golowich, Roi Livni
We consider the problem of online classification under a privacy constraint. In this setting a learner observes sequentially a stream of labelled examples , for $1 \leq…