Membership Inference Attacks against Machine Learning Models

Membership Inference Attacks against Machine Learning Models

IEEE Symposium on Security and Privacy via YouTube Direct link

Intro

1 of 11

1 of 11

Intro

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Membership Inference Attacks against Machine Learning Models

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

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