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Four Ways to Grow a Classifier and Why One of Them Cannot Learn

arXiv:2610.00180v1 Announce Type: new Abstract: Constructive classifiers add structure while they train: a level to a tree, a unit to a hidden layer, a split at a leaf. This paper asks what each of four such growth decisions actually buys, measured under one fixed protocol in tree-structured and co…

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  1. 2026-10-02 04:00 · arXiv cs.LG
    Four Ways to Grow a Classifier and Why One of Them Cannot Learn

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