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Da-Ming Zhang

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#graph neural networks Open access Sep 2026

Pformer: a plug-and-play periodicity-aware embedding for crystal property prediction

Predicting macroscopic properties of crystalline materials from atomic structure remains a central challenge in computational materials science. We introduce Pformer, a modular crystal representation framework built around a Fourier-inspired source encoder. The source model is trained by supervised scalar-property re...

Te-Shu Yao, Yun-Fei Zhao, Jiajun Bie et al. · 0 citations

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