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Is Differential Privacy (DP) the Solution?
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Classroom Contents
Privacy Budget Scheduling
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- 1 Privacy Budget Scheduling
- 2 Example: Messaging App
- 3 What Can Leak?
- 4 Is Differential Privacy (DP) the Solution?
- 5 DP at Individual Model Level
- 6 Problem: Privacy Loss Accumulates
- 7 Solution: DP at Workload Level
- 8 Our Vision: Privacy as a Compute Resource
- 9 PrivateKube
- 10 Architecture
- 11 Outline
- 12 Problem: Privacy is not Replenishable
- 13 Dominant Privacy Fairness (DPF)
- 14 DPF Example
- 15 DPF Properties
- 16 Methodology Questions How does DPF compare to baseline schedulers? How does the DP semantic impact OPF?
- 17 Conclusion
