A max-affine spline approximation of neural networks using the Legendre transform of a convex-concave representation

Adam Perrett, Danny Wood, Gavin Brown

This work presents a novel algorithm for transforming a neural network into a spline representation. Unlike previous work that required convex and piecewise-affine network operator…