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PDE-refiner: Achiev- ing accurate long rollouts with neural PDE solvers,

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cs.LG 1

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2026 1

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UNVERDICTED 1

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Deep Wave Network for Modeling Multi-Scale Physical Dynamics

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

DW-Net improves the accuracy versus computational cost Pareto front over standard U-Nets for 2D and 3D multi-scale flow benchmarks by stacking multiple waves while keeping training settings identical.

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  • Deep Wave Network for Modeling Multi-Scale Physical Dynamics cs.LG · 2026-05-05 · unverdicted · none · ref 35

    DW-Net improves the accuracy versus computational cost Pareto front over standard U-Nets for 2D and 3D multi-scale flow benchmarks by stacking multiple waves while keeping training settings identical.