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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

USENIX via YouTube Direct link

Attack Results

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Attack Results

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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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