Sample-Optimal PAC Learning of Halfspaces with Malicious Noise

Jie Shen

Abstract: We study efficient PAC learning of homogeneous halfspaces in $\mathbb{R}^d$ in the presence of malicious noise of Valiant (1985). This is a challenging noise model and only until recently has near-...