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Geometry of Sensitivity: Twice Sampling and Hybrid Clipping in Differential Privacy with Optimal Gaussian Noise and Application to Deep Learning.

Hanshen XiaoJun WanSrinivas Devadas
Published in: CoRR (2023)
Keyphrases
  • deep learning
  • gaussian noise
  • differential privacy
  • differentially private
  • machine learning
  • high dimensional
  • denoising
  • noise level
  • image processing
  • color images
  • input image
  • higher order
  • error rate
  • privacy preserving