(Nearly) Dimension Independent Private ERM with AdaGrad Ratesvia Publicly Estimated Subspaces

Peter Kairouz, Mónica Ribero Diaz, Keith Rush, Abhradeep Thakurta. (Nearly) Dimension Independent Private ERM with AdaGrad Ratesvia Publicly Estimated Subspaces. In Mikhail Belkin, Samory Kpotufe, editors, Conference on Learning Theory, COLT 2021, 15-19 August 2021, Boulder, Colorado, USA. Volume 134 of Proceedings of Machine Learning Research, pages 2717-2746, PMLR, 2021. [doi]

Abstract

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