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poisson subsampling

3 papers

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Co-occurring keywords

shuffle mechanism (1) utility analysis (1) privacy amplification (29) renyi differential privacy (12) optimal subsampling (6) pilot estimator (1) adaptive batch linear queries (1) privacy guarantee (29) asymptotic distribution (13) variance reduction (523)

Papers

Scalable DP-SGD: Shuffling vs. Poisson Subsampling NIPS 2024
More Efficient Estimation for Logistic Regression with Optimal Subsamples JMLR 2019
Poission Subsampled Rényi Differential Privacy ICML 2019