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9       Physically synthesized data for deep learning-based visual scratch inspection of aerospace alloys with
                    complex geometries
                    Yuanbin Wang, Yupeng Bai, Peng Wang, Wenhu Wang, Mingzhu Zhu, Ming Luo
                    J. Mater. Inf. 2026, 6, 13  http://dx.doi.org/10.20517/jmi.2025.74


           10     Enhanced multi-tuple extraction for materials: integrating pointer networks and augmented attention
                    Mengzhe Hei, Zhouran Zhang, Qingbao Liu, Yan Pan, Xiang Zhao, Yongqian Peng, Yicong Ye, Xin Zhang,
                    Shuxin Bai
                    J. Mater. Inf. 2026, 6, 15  http://dx.doi.org/10.20517/jmi.2025.75

           11     Multi-fidelity learning in materials informatics: methodologies, applications, and outlook
                    Bo Wang, Yangyang Xu, Yumei Zhou, Dezhen Xue
                    J. Mater. Inf. 2026, 6, 16  http://dx.doi.org/10.20517/jmi.2025.85


           12     Computer vision for efficient object detection and segmentation in molecular image analysis
                    Shaoxuan Yuan, Zhiwen Zhu, Jiayi Lu, Liangliang Cai, Qiang Sun
                    J. Mater. Inf. 2026, 6, 17  http://dx.doi.org/10.20517/jmi.2025.78

           13     Knowledge-enabled data-driven smart design of ultra-strong ductile near-α titanium alloys under extreme
                    conditions
                    Shuo Liu, Xiaoqian Fan, Hongjian Ye, Makhambet Ibragim, Haifeng Song, Xingyu Gao, Gulmira
                    Yar-Mukhamedova, Daniel Zellele, Peixuan Li, William Yi Wang, Jinshan Li
                    J. Mater. Inf. 2026, 6, 18  http://dx.doi.org/10.20517/jmi.2025.88









































            VI                                                                             Journal of Materials Informatics
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