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Shuoguang Yang

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#machine learning Preprint Aug 2026

Online Generalized Sparse Regression: How Does Overparametrization Help?

This paper proposes an online generalized-sparsity-constrained regression framework, focusing on online cardinality-constrained linear regression and low-rank matrix sensing, and introduces an efficient online hard-thresholding algorithm that performs closed-form updates and requires storing only summary statistics, ma...

Shuoguang Yang, Qiang Sun · 0 citations