Kolmogorov-Arnold Networks are Radial Basis Function Networks

Code

• github.com/ZiyaoLi/fast-kan
  OfficialIn paperpytorch★ 469

Abstract

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.

Tasks

Reproductions