2 papers
cs.CV2026
MatPhaseBench: A Semantics-Guided Benchmark for Materials Phase Diagrams Understanding
Hanwen Wang, Sihan Liang, Zhiwei Liu +4
Materials phase diagrams are a core knowledge representation in materials science, encoding temperature,composition, phase stability, and phase transformation pathways, with their…
cond-mat.mtrl-sci2025
Transformer-Enhanced Variational Autoencoder for Crystal Structure Prediction
Ziyi Chen, Yang Yuan, Siming Zheng +4
Crystal structure forms the foundation for understanding the physical and chemical properties of materials. Generative models have emerged as a new paradigm in crystal structure pr…