a267f936e54d7c10a2bb70dbe6ad7a89-AuthorFeedback.pdf

The reviewer recommends clarifying the comparison ofour algorithms tothe smooth sensitivity framework, which10 we sprinkled in different sections throughout the paper (probably haphazardly). We will add a unified discussion11 that explains the differences between the two frameworks and the advantages of the inverse sensitivity approach.12 Cauchy, which has unbounded variance), in contrast to our mechanisms. This14 yields worse concentration--and hence performance--as, for example, our results for PCA demonstrate. Indeed, the mechanisms of Asi & Duchi do not have efficient implementations for22 general functions and so currently apply only to limited settings.