Comprehensive Privacy Analysis of Deep Learning

Comprehensive Privacy Analysis of Deep Learning

IEEE Symposium on Security and Privacy via YouTube Direct link

Central Attacker in Federated Model

11 of 17

11 of 17

Central Attacker in Federated Model

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Classroom Contents

Comprehensive Privacy Analysis of Deep Learning

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  1. 1 Intro
  2. 2 Deep learning Tasks
  3. 3 Privacy Threats
  4. 4 Membership Inference
  5. 5 Training a Model
  6. 6 Gradients Leak Information
  7. 7 Different Learning/Attack Settings
  8. 8 Active Attack on Federated Learning
  9. 9 Active Attacks in Federated Model
  10. 10 Fully Trained Model
  11. 11 Central Attacker in Federated Model
  12. 12 Local Attacker in Federated Learning
  13. 13 Score function
  14. 14 Experimental Setup
  15. 15 Pretrained Models Attacks
  16. 16 Federated Attacks
  17. 17 Conclusions

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