physics.optics · 2026-08-19 · No. 89
Optics, 2026-08-19.
1 new papers in physics.optics. Titles, authors,
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01 — The papers
1 entries-
01
Inductively Scalable, Single-Step Neural Surrogates for Wave-Scattering Inverse Problems
Charles Dove, Laura Waller
physics.optics · cs.AI
Neural network surrogates are an emerging alternative to traditional electromagnetic wave simulators like finite-difference time-domain (FDTD); their goal is to replace rigorous physical simulations with pre-trained neural networks that solve wave-scattering forward and inverse problems orders of magnitude faster. However, nonrecurrent, single-step surrogates have scaled only to a few tens of simulation variables. Here, we show that this...
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