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The Binary Tree Mechanism is Optimal for Differentially Private Continual Counting

Bairaktari, Konstantina et al.
arXiv (All) · Papers
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cryptography-and-securitydata-structures-and-algorithmsmachine-learning
Private continual counting is a fundamental problem in differential privacy: given a binary stream of length $n$, where each $1$ corresponds to the contribution of one individual, the goal is to release all running counts while protecting the privacy of each individual. For fixed privacy parameters,
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