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Privacy Amplification by Sampling and Renyi Differential Privacy
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- 1 Introduction
- 2 Agenda
- 3 Differential Privacy
- 4 Other mechanisms
- 5 SGD
- 6 Use Cases
- 7 Generic amplification lemma
- 8 Generic amplification bomb
- 9 Sampling without replacement
- 10 Intuition
- 11 Technical result
- 12 Analysis
- 13 Comparison
- 14 Data Structure
- 15 Results
- 16 Proof
- 17 Divergences
- 18 Subsampling
