2 papers
cs.LG2025
Leveraging KANs for Expedient Training of Multichannel MLPs via Preconditioning and Geometric Refinement
Jonas A. Actor, Graham Harper, Ben Southworth +1
Multilayer perceptrons (MLPs) are a workhorse machine learning architecture, used in a variety of modern deep learning frameworks. However, recently Kolmogorov-Arnold Networks (KAN…
math.OC2024
R-Adaptive Mesh Optimization to Enhance Finite Element Basis Compression
Graham Harper, Denis Ridzal, Tim Wildey
Modern computing systems are capable of exascale calculations, which are revolutionizing the development and application of high-fidelity numerical models in computational science…