Adaptive Physics Transformer with Fused Global-Local Attention for Subsurface Energy Systems. - Xin Ju 002; Nok Hei Fung; Yuyan Zhang; Carl Jacquemyn; Matthew David Jackson; Randolph R. Settgast; Sally M. Benson; Gege Wen (CoRR, 2026)