Kolmogorov-Arnold Networks are Radial Basis Function Networks

Autor: Li, Ziyao
Rok vydání: 2024
Předmět:
Druh dokumentu: Working Paper
Popis: This short paper is a fast proof-of-concept that the 3-order B-splines used in Kolmogorov-Arnold Networks (KANs) can be well approximated by Gaussian radial basis functions. Doing so leads to FastKAN, a much faster implementation of KAN which is also a radial basis function (RBF) network.
Databáze: arXiv