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Classroom Contents
Exploiting Unintended Feature Leakage in Collaborative Learning - Congzheng Song
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- 1 Intro
- 2 Overview
- 3 Deep Learning Background
- 4 Distributed / Federated Learning
- 5 Threat Model
- 6 Leakage from model updates
- 7 Property Inference Attacks
- 8 Infer Property Two-Party Experiment
- 9 Active Attack Works Even Better
- 10 Multi-Party Experiments
- 11 Visualize Leakage in Feature Space
- 12 Takeaways
