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- W3164333645 abstract "We prove that $mathbb{F}_p$ sketch, a well-celebrated streaming algorithm for frequency moments estimation, is differentially private as is. $mathbb{F}_p$ sketch uses only polylogarithmic space, exponentially better than existing DP baselines and only worse than the optimal non-private baseline by a logarithmic factor. The evaluation shows that $mathbb{F}_p$ sketch can achieve reasonable accuracy with strong privacy guarantees." @default.
- W3164333645 created "2021-06-07" @default.
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- W3164333645 date "2021-05-26" @default.
- W3164333645 modified "2023-09-27" @default.
- W3164333645 title "Differentially Private Frequency Moments Estimation with Polylogarithmic Space." @default.
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