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Kasper Green Larsen

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#machine learning Preprint Jul 2026

The Binary Tree Mechanism is Optimal for Differentially Private Continual Counting

A lower bound of $\Omega(\log^{3/2} n)$ under approximate DP with sufficiently small fixed fixed $\delta>0$ and a lower bound of $\Omega(\log^2 n)$ under pure DP are proved, establishing the optimality of the binary tree mechanism in both settings.

Konstantina Bairaktari, Markus Engelund Dahl, Kasper Green Larsen · 5 citations · ⚡2

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