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2026

PhysDiT: A Physics-Informed Linear Diffusion Transformer for Real-Time 4-D Geophysical Electromagnetic Inversion

Real-time 4-D geophysical electromagnetic (EM) monitoring is critical for dynamic geo-energy applications such as geologic CO2 sequestration, but traditional inversion methods are computationally expensive and severely ill-posed. While deep learning (DL) accelerates inference, purely data-driven models can fail to reso...

Xing-Ran Guo, T. Shu, Tiao-Jie Xiao et al. · 0 citations
Sep 2026

Spectral-Domain Anchor Learning for Scale-Robust Continuous Visual Fields

The Spectral-Domain Anchor Learning (SDAL) framework is proposed, which transitions from localized spatial gradient descent to explicit spectral-domain parameterization, providing a scalable foundation for large-scale computer vision and continuous spatial learning.

Xing-Ran Guo, Tiao-Jie Xiao, Jie Liu et al. · 0 citations

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