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Fast Reconstruction of Exact Maxwell Dynamics from Sparse Data

cs.LG · 2026-05-19 · unverdicted · novelty 7.0

FLASH-MAX embeds exact Maxwell solutions as neurons in a neural network to reconstruct homogeneous EM fields from sparse data with guaranteed zero PDE residual and proven universal approximation on arbitrary domains.

Automated Galerkin time stepping in Irksome

math.NA · 2026-06-25 · unverdicted · novelty 6.0

Automation of DG and CPG Galerkin-in-time schemes in Irksome with support for auxiliary variables, flexible quadrature, and monolithic solvers.

Deep-Picard Iteration for Space-time Fractional Diffusion PDEs

math.NA · 2026-05-01 · unverdicted · novelty 6.0

Deep-Picard iteration uses supervised neural networks trained on Monte Carlo labels from beta-stable subordinators and alpha-stable Levy walks to approximate solutions of high-dimensional fractional PDEs up to dimension 100.

Sharp-interface VOF method for phase-change simulations on unstructured meshes

physics.comp-ph · 2026-04-16 · unverdicted · novelty 6.0

A sharp-interface VOF method for phase-change simulations on unstructured meshes computes evaporation rates from local temperature gradients at geometrically reconstructed interfaces and validates against analytical solutions on Stefan, Sucking, and Scriven problems.

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