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

arXiv:2610.00180v2 Announce Type: replace-cross 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 buys, measured under one