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Exploring the Pareto front of strength-conductivity trade-off: interpretable machine learning for property prediction and composition design in high-strength high-conductivity Cu alloys
Open Access Research Article 23 Jan 2026
DOI: 10.20517/jmi.2025.59
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Machine learning-driven new paradigm for Co-based superalloys
Open Access Review 15 Jan 2026
DOI: 10.20517/jmi.2025.52
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Uncertainty estimation affects predictor selection and its calibration improves materials optimization
Open Access Research Article 14 Jan 2026
DOI: 10.20517/jmi.2025.70
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Multiscale simulations of Ge–Sb–Se–Te phase-change alloys for photonic memory applications
Open Access Research Article 13 Jan 2026
DOI: 10.20517/jmi.2025.47
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Advances in graph neural networks for alloy design and properties predictions: a review
Open Access Review 13 Jan 2026
DOI: 10.20517/jmi.2025.42
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The synergy of geometric tolerance factor and machine learning in discovering stable materials
Open Access Perspective 12 Jan 2026
DOI: 10.20517/jmi.2025.41
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Ultralow thermal conductivity via weak interactions in PbSe/PbTe monolayer heterostructure for thermoelectric design
Open Access Research Article 26 Dec 2025
DOI: 10.20517/jmi.2025.62
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Deep learning-enhanced cellular automaton framework for modeling static recrystallization behavior
Open Access Research Article 25 Nov 2025
DOI: 10.20517/jmi.2025.48
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Exploring materials data through collaboration: 2024 KRICT ChemDX Hackathon
Open Access Perspective 20 Nov 2025
DOI: 10.20517/jmi.2025.65
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RF-NSGA-II framework for inverse design of high-performance Mg-Gd-based magnesium alloys
Open Access Research Article 14 Nov 2025
DOI: 10.20517/jmi.2025.61
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Stacked machine learning for accurate and interpretable prediction of MXenes’ work function
Open Access Research Article 10 Nov 2025
DOI: 10.20517/jmi.2025.36
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MatSci-ML Studio: an interactive workflow toolkit for automated machine learning in materials science
Open Access Research Article 5 Nov 2025
DOI: 10.20517/jmi.2025.45
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