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Regulatingalgorithmicfilteringonsocialmedia

Neural Information Processing Systems

Toaudit filteringinformation usersees frequent, "similarity" Suppose T (e.g., Suppose F generates Z of T when givenx0. RecallfromF complies F is decision-rob F isguaranteed ontheroleof 4.1 Guarantee Theorem 1.Consider(1).










AntipodesofLabelDifferentialPrivacy: PATEandALIBI

Neural Information Processing Systems

A prominent example of label-only privacy is in online advertising, where the goal is to predict conversionofanadimpression(thelabel)givenauser'sprofileandthespot'scontext(thefeatures).