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Univ. Lille, Inria, CNRS, Centrale Lille, UMR 9189 - CRIStAL, F-59000 Lille, France gabriel.loiseau@inria.fr
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Overcome the bias introduced by local differential privacy with a new SGD algorithm that converges to the true population risk minimizer.