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Quadrature-Enhanced Monte Carlo fPINN Method for High-Dimensional Fractional PDEs

math.NA · 2026-04-21 · unverdicted · novelty 7.0

The QE-MC-fPINN method uses a geometry-adaptive three-part decomposition of the fractional Laplacian with Gauss-Jacobi quadrature, Gauss quadrature, Monte Carlo angular sampling, and a feature-enhanced fPINN to achieve higher accuracy and faster convergence than prior MC-fPINN approaches on tested 2

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  • Quadrature-Enhanced Monte Carlo fPINN Method for High-Dimensional Fractional PDEs math.NA · 2026-04-21 · unverdicted · none · ref 12

    The QE-MC-fPINN method uses a geometry-adaptive three-part decomposition of the fractional Laplacian with Gauss-Jacobi quadrature, Gauss quadrature, Monte Carlo angular sampling, and a feature-enhanced fPINN to achieve higher accuracy and faster convergence than prior MC-fPINN approaches on tested 2