Derives tight closed-form bounds on f-DP trade-off functions for DP-SGD with random shuffling subsampling in the high-noise regime σ ≥ √(3/ln M), plus an asymptotic convergence result to the random guessing diagonal with O(√E) δ dependence.
URL https://proceedings.mlr.press/v235/ chua24a.html
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Trade-off Functions for DP-SGD with Subsampling based on Random Shuffling: Tight Upper and Lower Bounds
Derives tight closed-form bounds on f-DP trade-off functions for DP-SGD with random shuffling subsampling in the high-noise regime σ ≥ √(3/ln M), plus an asymptotic convergence result to the random guessing diagonal with O(√E) δ dependence.