Partial differential equations (PDEs) indeed play a crucial role in engineering, physical and chemical fields. They are regarded as the foundation of many mathematical and physical simulations in real ...

Neural networks suffer from spectral bias and have difficulty representing the high-frequency components of a function, whereas relaxation methods can resolve high frequencies efficiently but stall at ...