HeNet- A Deep Learning Approach on Intel Processor Trace for Effective Exploit Detection

HeNet- A Deep Learning Approach on Intel Processor Trace for Effective Exploit Detection

IEEE Symposium on Security and Privacy via YouTube Direct link

Intel Processor Trace (Intel PT)

4 of 12

4 of 12

Intel Processor Trace (Intel PT)

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Classroom Contents

HeNet- A Deep Learning Approach on Intel Processor Trace for Effective Exploit Detection

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  1. 1 Intro
  2. 2 How Secure are Deep Learning Malware Detectors?
  3. 3 Control Flow Classification for Malware Detection
  4. 4 Intel Processor Trace (Intel PT)
  5. 5 Image Conversion of Intel PT Control Flow Packets
  6. 6 Recall The Proposed Malware Detection System
  7. 7 Why Applying Computer Vision to Malware Detection?
  8. 8 HeNet: Hierarchical Ensemble Neural Network
  9. 9 HeNet Performance Evaluation
  10. 10 HeNet Low-level Model Performance
  11. 11 HeNet Top-level Ensemble Model
  12. 12 Conclusions and Future Work

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