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

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

DEFCONConference via YouTube Direct link

Who am I

2 of 14

2 of 14

Who am I

Class Central Classrooms beta

YouTube videos curated by Class Central.

Classroom Contents

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

Automatically move to the next video in the Classroom when playback concludes

  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

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.