2 papers
cs.CL2026
Semantic Embeddings of Chemical Elements for Enhanced Materials Inference and Discovery
Yunze Jia, Yuehui Xian, Yangyang Xu +5
We present a framework for generating universal semantic embeddings of chemical elements to advance materials inference and discovery. This framework leverages ElementBERT, a domai…
cond-mat.mtrl-sci2025
Generative Inversion for Property-Targeted Materials Design: Application to Shape Memory Alloys
Cheng Li, Pengfei Danga, Yuehui Xiana +5
The design of shape memory alloys (SMAs) with high transformation temperatures and large mechanical work output remains a longstanding challenge in functional materials engineering…