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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.