Attention to Detail: Fine-Scale Feature Preservation-Oriented Geometric Pre-training for AI-Driven Surrogate Modeling. - Yu-Hsuan Chen; Jing Bi; Cyril Ngo Ngoc; Victor Oancea; Jonathan Cagan; Levent Burak Kara (CoRR, 2025)