From: ICML.cc/2021/Workshop/AML/Program_Chairs
title: Paper Decision
decision: Accept (Poster)
comment: This paper showed that lottery ticket networks are equally vulnerable to membership inference attacks. The paper provides several interesting findings.

From: ICML.cc/2021/Workshop/AML/Paper70/Reviewer_Sj3v
title: This work is (claimed to be) the first to empirically show that the lottery ticket networks are equally vulnerable to membership inference attacks.
review: A Membership Inference Attack (MIA) is the process of determining whether a data sample belongs to a training set of a trained model or not. Lottery Ticket Hypothesis is used to prune the networks to find smaller sub-networks that at least match the performance of the original model in terms of test accuracy in a similar number of iterations. This work shows empirical results for Membership Inference Attacks on Lottery-ticketed Networks. 

Advantages: This work is (claimed to be) the first to empirically show that the lottery ticket networks are equally vulnerable to membership inference attacks.

Suggestions: It is an interesting topic. It would be of great significance to explore more about why the pruned networks are also vulnerable to adversarial attacks. More theoretical analysis may be given.
rating: Accept
confidence: 4: The reviewer is confident but not absolutely certain that the evaluation is correct