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cs.LG 1

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2026 1

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NPSolver: Neural Poisson Solver with Iterative Physics Supervision

cs.LG · 2026-05-25 · unverdicted · novelty 6.0

NPSolver trains neural Poisson solvers label-free by supervising with a small number of preconditioned conjugate gradient steps and adds Boundary-Aware Transolver for mixed boundaries, outperforming baselines on 2D/3D irregular geometries.

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  • NPSolver: Neural Poisson Solver with Iterative Physics Supervision cs.LG · 2026-05-25 · unverdicted · none · ref 40

    NPSolver trains neural Poisson solvers label-free by supervising with a small number of preconditioned conjugate gradient steps and adds Boundary-Aware Transolver for mixed boundaries, outperforming baselines on 2D/3D irregular geometries.