Affine Geometry of Gaussian ReLU Networks via Conditional Kac-Rice Formulas
A visibility estimate shows that the expected number of switches that do not produce scalar kinks is negligible, yielding an explicit leading formula for the expected number of scalar kinks and hence affine regions.