Volume 5, Issue 4 (2025) – 10 articles | Journal of Materials Informatics

Volume 5, Issue 4 (2025) – 10 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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Machine learning-driven design and optimization of electronic packaging: applications and future developments

Xiangyu Chen, ... Shuye Zhang

J. Mater. Inf. 2025, 5, 47. DOI: 10.20517/jmi.2025.26

Review | Available online: 24 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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Data-driven OLED candidate design: a generative model from independent-property domains to the comprehensive performance enhancement

Xinxin Niu, ... Wenping Hu

J. Mater. Inf. 2025, 5, 45. DOI: 10.20517/jmi.2025.22

Research Article | Available online: 22 Jul 2025

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FIND: a forward–inverse navigation and discovery platform for hydrogen storage alloys powered by data-driven machine learning

Xuao Lu, ... Weijie Yang

J. Mater. Inf. 2025, 5, 48. DOI: 10.20517/jmi.2025.56

Research Article | Available online: 3 Sep 2025

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Atomistic underpinnings for dislocation emission behaviors at the crack tips in FCC metals in light of thermo-kinetic synergy

Kunyu Zhang, ... Feng Liu

J. Mater. Inf. 2025, 5, 49. DOI: 10.20517/jmi.2025.60

Research Article | Available online: 25 Sep 2025

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MatSci-ML Studio: an interactive workflow toolkit for automated machine learning in materials science

Yu Wang, ... Yan Zhao

J. Mater. Inf. 2025, 5, 51. DOI: 10.20517/jmi.2025.45

Research Article | Available online: 4 Nov 2025

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Perspective

Heterogeneous catalyst design by generative models

Chao Yang, ... Pengfei Ou

J. Mater. Inf. 2025, 5, 46. DOI: 10.20517/jmi.2025.38

Perspective | Available online: 23 Jul 2025

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Conference Report

Unlocking the future of materials science: key insights from the DCTMD workshop

Rika Kobayashi

Volume