Published: 01 Jan 2022, Last Modified: 01 May 2023COLT 2022Readers: Everyone
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...