Optimal SQ Lower Bounds for Learning Halfspaces with Massart Noise

Rajai Nasser, Stefan Tiegel

Abstract: We give tight statistical query (SQ) lower bounds for learnining halfspaces in the presence of Massart noise. In particular, suppose that all labels are corrupted with probability at most $\eta$. W...