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Transfer Learning In Differential Privacy's Hybrid-Model. (arXiv:2201.12018v2 [cs.LG] UPDATED)
June 17, 2022, 1:20 a.m. | Refael Kohen, Or Sheffet
cs.CR updates on arXiv.org arxiv.org
The hybrid-model (Avent et al 2017) in Differential Privacy is a an
augmentation of the local-model where in addition to N local-agents we are
assisted by one special agent who is in fact a curator holding the sensitive
details of n additional individuals. Here we study the problem of machine
learning in the hybrid-model where the n individuals in the curators dataset
are drawn from a different distribution than the one of the general population
(the local-agents). We give a …
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