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2026 1

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Near-Optimal Generalized Private Testing

cs.DS · 2026-05-20 · conditional · novelty 8.0

The Generalized Thresholding Mechanism (GTM) achieves pure ε-DP for generalized private testing with near-optimal accuracy and sample complexity bounds, plus a black-box reduction from continual-observation to batch DP optimization.

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  • Near-Optimal Generalized Private Testing cs.DS · 2026-05-20 · conditional · none · ref 9

    The Generalized Thresholding Mechanism (GTM) achieves pure ε-DP for generalized private testing with near-optimal accuracy and sample complexity bounds, plus a black-box reduction from continual-observation to batch DP optimization.