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Membership Inference Attacks against Machine Learning Models
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- 1 Intro
- 2 Machine Learning as a Service
- 3 Machine Learning Privacy
- 4 Membership Inference Attack on Summary Statistics
- 5 Exploit Model's Predictions
- 6 ML against ML
- 7 Shadow Models
- 8 Obtaining Data for Training
- 9 Synthesis using the Model
- 10 Constructing the Attack Model
- 11 Not in a Direct Conflict!