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Fast, Parallel, Query-Efficient Binary Classification

Published • Jul 5, 2026
Authors:
Ishani Karmarkar
,
Liam O'Carroll
,
Aaron Sidford

Abstract

We study the fundamental classification problem of computing a separating hyperplane for a binary-labeled dataset of size $n$ with normalized $d$-dimensional features. Letting $Φ\in \mathbb{R}^{n \times d}$ denote the feature matrix and $γ$ the margin of the maximum-margin separating hyperplane, we ...

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