Nearly Tight Bounds for Robust Proper Learning of Halfspaces with a Margin

Ilias Diakonikolas, Daniel Kane, Pasin Manurangsi

Neural Information Processing Systems 

We study the problem of properly learning large margin halfspaces in the agnostic PAC model.