Accelerating CALPHAD-based Phase Diagram Predictions in Complex Alloys Using Universal Machine Learning Potentials: Opportunities and Challenges. - Siya Zhu; Raymundo Arróyave; Doguhan Saritürk (CoRR, 2024)

A Materials Foundation Model via Hybrid Invariant-Equivariant Architectures. - Keqiang Yan; Montgomery Bohde; Andrii Kryvenko; Ziyu Xiang; Kaiji Zhao; Siya Zhu; Saagar Kolachina; Doguhan Saritürk; Jianwen Xie; Raymundo Arróyave; Xiaoning Qian; Xiaofeng Qian; et al. (CoRR, 2025)