Privacy Amplification by Sampling and Renyi Differential Privacy

Privacy Amplification by Sampling and Renyi Differential Privacy

Simons Institute via YouTube Direct link

Divergences

17 of 18

17 of 18

Divergences

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Privacy Amplification by Sampling and Renyi Differential Privacy

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

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