Region Seeding via Pre-Activation Regularization: A Geometric View from Piecewise Affine Nerual Networks
arXiv:2605.06300v1 Announce Type: new
Abstract: Deep networks with continuous piecewise affine activations induce polyhedral partitions of the input space, making the number of realized affine regions a natural measure of expressive capacity and a key…