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20142023
most citedComprehensive Privacy Analysis of Deep Learning: Passive and Active White-box Inference Attacks against Centralized and Federated Learning

1.6k citations · 2.6k across the 33 of their papers we have counts for

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Showing 2016Show all

2 papers · 1 filter

cs.CR2016★ 12 cited

Membership Inference Attacks against Machine Learning Models

Reza Shokri, Marco Stronati, Congzheng Song +1

We quantitatively investigate how machine learning models leak information about the individual data records on which they were trained. We focus on the basic membership inference…

cs.CR2016★ 83 cited

Defeating Image Obfuscation with Deep Learning

Richard McPherson, Reza Shokri, Vitaly Shmatikov

We demonstrate that modern image recognition methods based on artificial neural networks can recover hidden information from images protected by various forms of obfuscation. The o…