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Incubated ML Exploits: Backdooring Machine Learning Pipelines with Input Handling Bugs

Incubated ML Exploits: Backdooring Machine Learning Pipelines with Input Handling Bugs

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Intro

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Incubated ML Exploits: Backdooring Machine Learning Pipelines with Input Handling Bugs

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  1. 1 Intro
  2. 2 Who am I
  3. 3 What is an ML Backdoor
  4. 4 Exploit Framework
  5. 5 Input Handling Bugs
  6. 6 ML Ecosystem Characters
  7. 7 NonMinimalist Input Handling Code
  8. 8 Parser Differential
  9. 9 Safe Tensors
  10. 10 Shotgun Parsing
  11. 11 PyTorch Polyglots
  12. 12 Hybrid ML Exploit
  13. 13 Recommendations
  14. 14 Conclusion

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