Attacks Against Machine Learning Models Yang Zhang

Attacks Against Machine Learning Models

 

Overview

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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

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

 

Logistics

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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

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Grading

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The course will be graded by 100% oral exam.