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Fast Reconstruction of Exact Maxwell Dynamics from Sparse Data
FLASH-MAX is a shallow neural network representing exact Maxwell solutions per neuron that predicts electromagnetic fields from sparse observations with near-zero residual and sub-1% error in seconds, proving exact architectures improve scientific machine learning speed and precision.
Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026
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medium 4/10
strict 2/5