2 papers
cs.LG2026
Adaptive Physics Transformer with Fused Global-Local Attention for Subsurface Energy Systems
Xin Ju, Nok Hei, Fung +6
The Earth's subsurface is a cornerstone of modern society, providing essential energy resources like hydrocarbons, geothermal, and minerals while serving as the primary reservoir f…
cs.LG2026
Function-Space Decoupled Diffusion for Forward and Inverse Modeling in Carbon Capture and Storage
Xin Ju, Jiachen Yao, Anima Anandkumar +2
Accurate characterization of subsurface flow is critical for Carbon Capture and Storage (CCS) but remains challenged by the ill-posed nature of inverse problems with sparse observa…