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Reconstruction Attacks on Aggressive Relaxations of Differential Privacy. (arXiv:2209.03905v1 [cs.CR])
Sept. 9, 2022, 1:20 a.m. | Prottay Protivash, John Durrell, Zeyu Ding, Danfeng Zhang, Daniel Kifer
cs.CR updates on arXiv.org arxiv.org
Differential privacy is a widely accepted formal privacy definition that
allows aggregate information about a dataset to be released while controlling
privacy leakage for individuals whose records appear in the data. Due to the
unavoidable tension between privacy and utility, there have been many works
trying to relax the requirements of differential privacy to achieve greater
utility. One class of relaxation, which is starting to gain support outside the
privacy community is embodied by the definitions of individual differential
privacy …
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