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2026
Less Random, More Private: What is the Optimal Subsampling Scheme for DP-SGD?
The paper introduces Balanced Iteration Subsampling (BIS), a structured sampling scheme that is proven to achieve stronger privacy amplification than the standard Poisson subsampling used in DP-SGD by eliminating participation variance.
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