Attacks Against Machine Learning Models Yang Zhang

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Attacks Against Machine Learning Models

 

Overview


This course will cover the topic of attacks against machine learning models

  • Privacy
    • Membership inference
    • Dataset reconstruction
    • Attribute inference
  • Security
    • Backdoor
    • Model stealing
  • Safety
    • Hijacking
    • Toxicity

Prerequisites


  • Basic knowledge of machine learning and data mining
  • Security background is not needed

 

Logistics


Location TBD

Lecturers: Yang Zhang

Assistants: Yugeng Liu, Boyang Zhang, Xinlei He, Xinyue Shen, and Hai Huang

Contact: boyang.zhang@cispa.de

Time: Monday 14:00 - 15:30

Contact: Boyang Zhang (boyang.zhang@cispa.de)

 

Schedule


 

Grading


The course will be graded by 100% oral exam.



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