ICLR2025
On the expressiveness and spectral bias of KANs
Yixuan Wang, Jonathan W. Siegel, Ziming Liu, Thomas Y. Hou
Abstract
Kolmogorov-Arnold Networks (KANs) [2] Theorem Formula (Shallow) Model (Shallow) Model (Deep) Multi-Layer Perceptron (MLP) Kolmogorov-Arnold Network (KAN) Universal Approximation Theorem Kolmogorov-Arnold Representation Theorem f(x) ≈ N(ϵ)