Black Friday 2024: 25+ Ways to Save on Online Learning
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

Conclusion

11 of 11
Previous

11 of 11

Conclusion

Class Central Classrooms beta

YouTube videos curated by Class Central.

Classroom Contents

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

Automatically move to the next video in the Classroom when playback concludes
  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

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Sign up for free
Someone learning on their laptop while sitting on the floor.