Lowering the Bar - Deep Learning for Side Channel Analysis

Lowering the Bar - Deep Learning for Side Channel Analysis

Black Hat via YouTube Direct link

The actual process

8 of 24

8 of 24

The actual process

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Lowering the Bar - Deep Learning for Side Channel Analysis

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  1. 1 Intro
  2. 2 Power analysis
  3. 3 Example (huge) leakage
  4. 4 Signal processing (demo)
  5. 5 AES-128 first round attack
  6. 6 Points of interest selection
  7. 7 Concept of Template Analysis
  8. 8 The actual process
  9. 9 Deep Learning
  10. 10 Convolutional Neural Networks (CNN)
  11. 11 Creating training/test/validation data sets
  12. 12 Classification
  13. 13 Step 1: Define initial hyper-parameters (demo)
  14. 14 Make sure it's capable of learning
  15. 15 Make it generalize
  16. 16 Key Recovery
  17. 17 Piñata AES-128 with misalignment (demo)
  18. 18 Bypassing Misalignment with CNNS
  19. 19 Breaking protected ECC on Piñata
  20. 20 Breaking AES with First-Order Masking (demo)
  21. 21 1st cool thing
  22. 22 2nd cool thing
  23. 23 I want to learn more!
  24. 24 Key takeaways

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