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A Programming Framework for Differential Privacy with Accuracy Concentration Bounds

A Programming Framework for Differential Privacy with Accuracy Concentration Bounds

IEEE Symposium on Security and Privacy via YouTube Direct link

Motivation

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Motivation

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A Programming Framework for Differential Privacy with Accuracy Concentration Bounds

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  1. 1 Intro
  2. 2 Motivation
  3. 3 Differentially private queries
  4. 4 @ Differential privacy
  5. 5 @ API components (1)
  6. 6 Accuracy of the analyses
  7. 7 Compositional error bounds
  8. 8 Union vs Chernoff bound
  9. 9 Limitations and Extensions
  10. 10 Conclusions

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