Opening the Black Box: An Explainable, Few-shot AI4E Framework Informed by Physics and Expert Knowledge for Materials Engineering. - Haoxiang Zhang; Ruihao Yuan; Lihui Zhang; Yushi Luo; Qiang Zhang; Pan Ding; Xiaodong Ren; Weijie Xing; Niu Gao; Jishan Chen; Chubo Zhang (CoRR, 2025)