Micrometer: Micromechanics Transformer for Predicting Mechanical Responses of Heterogeneous Materials. - Sifan Wang; Tong-Rui Liu; Shyam Sankaran; Paris Perdikaris (CoRR, 2024)

Improving Data Fidelity via Diffusion Model-based Correction and Super-Resolution. - Wuzhe Xu; Yulong Lu; Sifan Wang; Tong-Rui Liu (CoRR, 2025)

FunDiff: Diffusion Models over Function Spaces for Physics-Informed Generative Modeling. - Sifan Wang; Zehao Dou; Tong-Rui Liu; Lu Lu (CoRR, 2025)