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 ...

Across modern data-intensive disciplines, the union of numerical computation, statistics, and machine learning has become ...

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 ...