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Discontinuity-aware KAN-based physics-informed neural networks

physics.comp-ph · 2025-07-11 · conditional · novelty 5.0

A discontinuity-aware PINN with adaptive Fourier features, DyT-plus-spline KAN activations, and learned local viscosity captures shocks with errors between 0.9% and 5% on benchmark PDEs and airfoil flows.

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  • Discontinuity-aware KAN-based physics-informed neural networks physics.comp-ph · 2025-07-11 · conditional · none · ref 49

    A discontinuity-aware PINN with adaptive Fourier features, DyT-plus-spline KAN activations, and learned local viscosity captures shocks with errors between 0.9% and 5% on benchmark PDEs and airfoil flows.