Agnostic Active Learning of Single Index Models with Linear Sample Complexity

Aarshvi Gajjar, Wai Ming Tai, Xingyu Xu +3

We study active learning methods for single index models of the form $F(\mathbf{x})=f(⟨\mathbf{w},\mathbf{x}⟩)$, where $f:\mathbb{R}\to \mathbb{R}$ and ${\mathb…