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Are Your Sensitive Attributes Private? Novel Model Inversion Attribute Inference Attacks on Classification Models

Are Your Sensitive Attributes Private? Novel Model Inversion Attribute Inference Attacks on Classification Models

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Intro

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1 of 11

Intro

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Classroom Contents

Are Your Sensitive Attributes Private? Novel Model Inversion Attribute Inference Attacks on Classification Models

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  1. 1 Intro
  2. 2 What is a Model Inversion Attack?
  3. 3 Model Inversion Attack Types
  4. 4 Model Inversion- Sensitive Attribute Inference
  5. 5 Existing Attacks and Defenses
  6. 6 LOMIA Intuition
  7. 7 LOMIA Attack Model Training
  8. 8 Experiment Setup
  9. 9 Attack Results
  10. 10 Disparate Vulnerability of Model Inversion
  11. 11 Conclusion

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