Nowhere to Hide - How HW Telemetry and ML Can Make Life Tough for Exploits

Nowhere to Hide - How HW Telemetry and ML Can Make Life Tough for Exploits

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Intro

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1 of 20

Intro

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Nowhere to Hide - How HW Telemetry and ML Can Make Life Tough for Exploits

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  1. 1 Intro
  2. 2 The Evolution of Malware Detection Technologies
  3. 3 CPU Telemetry To The Rescue...wait, what is it?
  4. 4 Profiling exploits with performance monitoring events
  5. 5 DEMO
  6. 6 Classification Pipeline
  7. 7 Which PMU Events?
  8. 8 Information Gain is the key
  9. 9 Sample Telemetry
  10. 10 Identifying Relevant Events
  11. 11 Feature Map Example
  12. 12 Training pipeline
  13. 13 Detection Environments
  14. 14 What else can we use from the CPU
  15. 15 Signature Detection
  16. 16 HW-based Anomaly Detection
  17. 17 What is Control Flow?
  18. 18 How does it work?
  19. 19 HW Telemetries for Control Flow Tracing
  20. 20 Training and detection phases

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