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Eddy and Clayton Shonkwiler

4 Pith papers cite this work. Polarity classification is still indexing.

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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.

Direct Sampling of Confined Polygons in Linear Time

math.GT · 2025-01-08 · unverdicted · novelty 7.0

A linear-time algorithm samples confined equilateral polygons via combinatorial sampling of a symplectic moment polytope, yielding explicit distance formulas and a curvature conjecture.

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