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Physical Review X

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J. Comput. Data-Driven Mater. Eng. (1)

Articles Citing

Physics-Based Factorized Machine Learning for Predicting Ionic Dielectric Tensors

Atsushi Takigawa ^1,2,*, Shin Kiyohara ^1,*,†, and Yu Kumagai ^1,3,‡

¹Institute for Materials Research, Tohoku University, 2-1-1 Katahira, Aoba-ku, Sendai 980-8577, Japan
²Graduate School of Engineering, Tohoku University, 6-6 Aramaki Aoba, Aoba-ku, Sendai 980-8579, Japan
³Organization for Advanced Studies, Tohoku University, 2-1-1 Katahira, Aoba-ku, Sendai 980-8577, Japan

^*These authors contributed equally to this work.
^†Contact author: sin@tohoku.ac.jp
^‡Contact author: yukumagai@tohoku.ac.jp

Why Invariant GNNs Predict Zero Piezoelectricity: Failure Modes under Tensor Property Prediction

Ahmed Al-Sayed and Omar Khalifa

J. Comput. Data-Driven Mater. Eng. 5 (2026)

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