Volume 5, Issue 4 (2025) – 3 articles | Journal of Materials Informatics

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Volume 5, Issue 4 (2025) – 3 articles

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Review

A critical review of machine learning interatomic potentials and Hamiltonian

Yifan Li, ... Lei Shen

J. Mater. Inf. 2025, 5, 43. DOI: 10.20517/jmi.2025.17

Review | Available online: 16 Jul 2025

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Research Article

Accelerating phase-field simulation of coupled microstructural evolution using autoencoder-based recurrent neural networks

Aidan Gesch

, ... Chongze Hu

J. Mater. Inf. 2025, 5, 42. DOI: 10.20517/jmi.2025.23

Research Article | Available online: 24 Jun 2025

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Application of self-supervised learning in steel surface defect detection

Shiyu Hu, ... Wei Xu

J. Mater. Inf. 2025, 5, 44. DOI: 10.20517/jmi.2025.21

Research Article | Available online: 21 Jul 2025

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Journal of Materials Informatics

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