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Han-Wen Huang

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#machine learning Preprint Oct 2026

High-Dimensional Statistical Inference for Sparse Support Vector Machines

Using a replica-symmetric high-dimensional characterization, we develop an inferential framework for sparse support vector machines when the sample size and number of features grow proportionally. The main challenge is the nonsmooth hinge loss, which prevents direct application of debiasing arguments developed for smoo...

Peng Zeng, Han-Wen Huang · 0 citations