NPSolver: Neural Poisson Solver with Iterative Physics Supervision

ArXi:2605.25786v1 Announce Type: cross Efficiently solving Poisson equations on complex, irregular domains remains a fundamental challenge in scientific computing, as classical iterative solvers often suffer from prohibitive runtime due to ill-conditioned systems. While neural operators offer a fast alternative, they typically rely on large-scale labeled datasets or struggle with unstable