SUPN: Shallow Universal Polynomial Networks for Efficient Function Approximation

Zachary Morrow, Michael Penwarden, Brian Chen +3

Deep neural networks (DNNs) and Kolmogorov-Arnold networks (KANs) are flexible function approximators, but their accuracy can require substantial network depth, width, and trainabl…