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Classroom Contents
Socially Responsible Machine Learning: Security, Robustness, and Beyond
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- 1 Introduction
- 2 Current Machine Learning Systems
- 3 Social Problems
- 4 Robustness and Shifting
- 5 Retraining
- 6 Purification
- 7 Blur
- 8 Edge
- 9 Diffusion Model
- 10 Qualitative Results
- 11 Robustness Improvement
- 12 Privacy
- 13 Copyright Issues
- 14 Social Impact
- 15 Human Health
- 16 Summary
- 17 Questions
- 18 Challenges
- 19 Conclusion