SIRAJ - A Unified Framework for Aggregation of Malicious Entity Detectors

SIRAJ - A Unified Framework for Aggregation of Malicious Entity Detectors

IEEE Symposium on Security and Privacy via YouTube Direct link

High-Level Overall Approach

8 of 15

8 of 15

High-Level Overall Approach

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Classroom Contents

SIRAJ - A Unified Framework for Aggregation of Malicious Entity Detectors

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  1. 1 Intro
  2. 2 Internet Threats
  3. 3 Our Approach: A Unified Aggregating Framework
  4. 4 Varying Accuracy and Expertise of Scanners
  5. 5 Label Flips in Scanner Predictions
  6. 6 Scanner Correlations
  7. 7 Self Supervised Learning
  8. 8 High-Level Overall Approach
  9. 9 Pretext Task 2: Learn Temporal Scanner Dependencies
  10. 10 Pretext Task 3: Representation Consistency
  11. 11 Detailed Overall Approach
  12. 12 Evaluation
  13. 13 Siraj vs. Baselines for Early Detection
  14. 14 Siraj vs. Baselines for Different Training Size
  15. 15 Summary

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