Neural PDE Solvers with Physics Constraints: A Comparative Study of PINNs, DRM, and WANs

Jiakang Chen

Partial differential equations (PDEs) underpin models across science and engineering, yet analytical solutions are atypical and classical mesh-based solvers can be costly in high d…