Securing Big Data in the Age of Artificial Intelligence

Securing Big Data in the Age of Artificial Intelligence

CAE in Cybersecurity Community via YouTube Direct link

Comparison with Other Defenses - IID

13 of 20

13 of 20

Comparison with Other Defenses - IID

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Securing Big Data in the Age of Artificial Intelligence

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  1. 1 Intro
  2. 2 Big Data Revolution: Changing Landscape
  3. 3 Challenges for Big Data
  4. 4 Other Approach: Use Hardware Support for Efficient Oblivious Data Processing
  5. 5 How to Support Data Obliviousness ??
  6. 6 Support for Basic Data Science
  7. 7 Experimental Evaluation
  8. 8 Comparison with ObliVM
  9. 9 Federated Learning: Privacy vs Robustness
  10. 10 Backdoor Attacks in FL context
  11. 11 Overview
  12. 12 Experiments
  13. 13 Comparison with Other Defenses - IID
  14. 14 Conclusion: FL Poisoning Attacks
  15. 15 Attacking models to improve privacy and fairness
  16. 16 Example: Attacking Image Classifiers
  17. 17 Domain constraint Example
  18. 18 Example: Prevent Gender Prediction
  19. 19 Change Images Using Glasses
  20. 20 Questions?

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