Preprint
Aug 2026
Physics-Grounded Materials Artificial Intelligence for Reliable Materials Discovery
This Perspective systematically discusses Physics-Grounded Materials AI (PhysMat AI) as a unifying perspective for integrating physical knowledge into materials intelligence through five complementary roles: physics as prior knowledge, descriptors, constraints, verifiers, and infrastructure.
Yuhang Wang, Qian Wang, Seong‐Hoon Jang et al.
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