Preprint
Jul 2026
SAGE-Net: Semantics-Augmented Geometric Encoder for Material Property Prediction
Reliable structure-property modeling is crucial for accelerating materials discovery, where crystal graphs and structure-derived crystallographic descriptions provide complementary geometric and semantic information. Existing multimodal materials models primarily incorporate textual information through post-encoding fu...
Guanghui Zhang, Yuxuan Yao, Kieran B. Spooner et al.
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