Scalable Graph-based Bug Search for Firmware Images

Scalable Graph-based Bug Search for Firmware Images

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Intro

1 of 21

1 of 21

Intro

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Scalable Graph-based Bug Search for Firmware Images

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  1. 1 Intro
  2. 2 Finding vulnerabilities in loT devices is more crucial than ever!
  3. 3 Search for known vulnerabilities
  4. 4 Pair-wise graph matching is expensive!
  5. 5 A similar problem
  6. 6 We don't compare images one by one
  7. 7 Our approach
  8. 8 Raw feature extraction
  9. 9 Feature learning
  10. 10 High-level feature encoding
  11. 11 Evaluating
  12. 12 Evaluation: Datasets
  13. 13 Evaluation: Baseline Comparison
  14. 14 Evaluation: True Positive Rate
  15. 15 Evaluation: ROC curves
  16. 16 Evaluation: Search Efficiency
  17. 17 Evaluation: Search Scalability
  18. 18 Evaluation: Preparation Time
  19. 19 Evaluation: Compare with Multi-MH/Multi-k-MH
  20. 20 Evaluation: Case Study II
  21. 21 Conclusion

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