13 citations · 16 across the 7 of their papers we have counts for
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cs.LG2026
Predicting Wave Reflection and Transmission in Heterogeneous Media via Fourier Operator-Based Transformer Modeling
Zhe Bai, Hans Johansen
We develop a machine learning (ML) surrogate model to approximate solutions to Maxwell's equations in one dimension, focusing on scenarios involving a material interface that refle…
cs.LG2025
StFT: Spatio-temporal Fourier Transformer for Long-term Dynamics Prediction
Da Long, Shandian Zhe, Samuel Williams +2
Simulating the long-term dynamics of multi-scale and multi-physics systems poses a significant challenge in understanding complex phenomena across science and engineering. The comp…
cs.LG2021★ 1 cited
Non-intrusive Nonlinear Model Reduction via Machine Learning Approximations to Low-dimensional Operators
Zhe Bai, Liqian Peng
Although projection-based reduced-order models (ROMs) for parameterized nonlinear dynamical systems have demonstrated exciting results across a range of applications, their broad a…