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Privacy‐enhancing machine learning framework with private aggregation of teacher ensembles

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Published in 2022 at "International Journal of Intelligent Systems"

DOI: 10.1002/int.23020

Abstract: Private aggregation of teacher ensembles (PATE), a general machine learning framework based on knowledge distillation, can provide a privacy guarantee for training data sets. However, this framework poses a number of security risks. First, PATE… read more here.

Keywords: aggregation; aggregation teacher; framework; privacy ... See more keywords