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This material will be published by Cambridge University Press as Algorithmic High-Dimensional Robust Statistics by Ilias Diakonikolas and Daniel M. Kane. This pre-publication version is free to view and download for personal use only. Not for re-distribution, re-sale or use in derivative works.