Neural Cleanse: Identifying and Mitigating Backdoor Attacks in Neural Networks

Neural Cleanse: Identifying and Mitigating Backdoor Attacks in Neural Networks

IEEE Symposium on Security and Privacy via YouTube Direct link

Key Intuition of Detecting Backdoor

8 of 13

8 of 13

Key Intuition of Detecting Backdoor

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Classroom Contents

Neural Cleanse: Identifying and Mitigating Backdoor Attacks in Neural Networks

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  1. 1 Intro
  2. 2 Neural Networks: Powerful yet Mysterious
  3. 3 How do we test DNNS?
  4. 4 What about untested samples?
  5. 5 Definition of Backdoor
  6. 6 Prior Work on Injecting Backdoor
  7. 7 Defense Goals and Assumptions
  8. 8 Key Intuition of Detecting Backdoor
  9. 9 Design Overview: Detection
  10. 10 Experiment Setup
  11. 11 Backdoor Detection Performance (3/3)
  12. 12 Brief Summary of Mitigation
  13. 13 One More Thing

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