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Introduction
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Classroom Contents
Preserving Data Privacy in Federated Learning - Xiaokui Xiao
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- 1 Introduction
- 2 What is Federated Learning
- 3 How Federated Learning Works
- 4 Local Gradient
- 5 Experimental Results
- 6 Basic Idea
- 7 Example
- 8 Using MPC
- 9 Trusted Hardware
- 10 Differential Privacy
- 11 Differential Privacy Limitations
- 12 Age Distribution of Customers
- 13 Model Privacy
- 14 Vertical Factory Learning
- 15 Mitigation
- 16 Hiding the model
- 17 Summary
- 18 Future Work
- 19 Privacy Framework
- 20 New Techniques
- 21 Other Issues
- 22 National University of Singapore
- 23 Questions
