Multi-resolution training-enhanced Kolmogorov-Arnold networks for physics-informed learning of PDEs with multi-scale features

Yu-Sen Yang, Ling Guo, Xiaodan Ren

PDE problems with multi-scale features present significant challenges in scientific computing. While conventional deep learning methods based on multi-layer perceptrons exhibit spe…