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Kasper Green Larsen

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#machine learning Preprint Oct 2026

Boosting and the Expressive Power of Simple Weak Learners via the $\gamma$-VC Dimension

Boosting converts weak hypotheses with a small edge over random guessing into highly accurate predictors, but the expressive power of the resulting classifier can depend strongly on the structure of the base class. We study this phenomenon through the $\gamma$-VC dimension introduced by Alon et al. (STOC 2021). Our fir...

Arthur da Cunha, Kasper Green Larsen, Liang-Yu Zou · 0 citations

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