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Private Stochastic Convex Optimization: Optimal Rates in Linear Time

Private Stochastic Convex Optimization: Optimal Rates in Linear Time

Association for Computing Machinery (ACM) via YouTube Direct link

Privacy amplification

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Privacy amplification

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Private Stochastic Convex Optimization: Optimal Rates in Linear Time

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  1. 1 Introduction
  2. 2 Stochastic convex optimization
  3. 3 Private empirical risk minimization
  4. 4 Private stochastic convex optimization
  5. 5 Snowball SGT
  6. 6 Privacy amplification
  7. 7 Reducing sensitivity
  8. 8 In iterative localization
  9. 9 Strongly convex
  10. 10 Summary

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