Picture for Jonathan W. Siegel

Jonathan W. Siegel

On the expressiveness and spectral bias of KANs

Add code
Oct 02, 2024
Viaarxiv icon

Approximation Rates for Shallow ReLU$^k$ Neural Networks on Sobolev Spaces via the Radon Transform

Add code
Aug 20, 2024
Viaarxiv icon

Equivariant Frames and the Impossibility of Continuous Canonicalization

Add code
Feb 25, 2024
Viaarxiv icon

A qualitative difference between gradient flows of convex functions in finite- and infinite-dimensional Hilbert spaces

Add code
Oct 26, 2023
Viaarxiv icon

Optimal Approximation of Zonoids and Uniform Approximation by Shallow Neural Networks

Add code
Jul 28, 2023
Viaarxiv icon

Weighted variation spaces and approximation by shallow ReLU networks

Add code
Jul 28, 2023
Viaarxiv icon

Sharp Convergence Rates for Matching Pursuit

Add code
Jul 25, 2023
Viaarxiv icon

Sharp Lower Bounds on Interpolation by Deep ReLU Neural Networks at Irregularly Spaced Data

Add code
Feb 02, 2023
Viaarxiv icon

Optimal Approximation Rates for Deep ReLU Neural Networks on Sobolev Spaces

Add code
Nov 25, 2022
Viaarxiv icon

On the Activation Function Dependence of the Spectral Bias of Neural Networks

Add code
Aug 10, 2022
Figure 1 for On the Activation Function Dependence of the Spectral Bias of Neural Networks
Figure 2 for On the Activation Function Dependence of the Spectral Bias of Neural Networks
Figure 3 for On the Activation Function Dependence of the Spectral Bias of Neural Networks
Figure 4 for On the Activation Function Dependence of the Spectral Bias of Neural Networks
Viaarxiv icon