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sFWI: physics-informed score-based generative modeling for robust full waveform inversio
Author: Gai, Zicheng; Wang, Yanfei
Journal: MACHINE LEARNING-SCIENCE AND TECHNOLOGY. 2026; Vol. 7, Issue 2, pp. -. DOI: 10.1088/2632-2153/ae55fb
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Enhancing transfer learning in angle-resolved photoemission spectroscopy (ARPES) with spatially-aware representations via graph convolutio
Author: Sugiarto, Hendrik Santoso; Ekahana, Sandy Adhitia; Wijaya, Bryan Christofer; Winata, Genta Indra; Soh, Y.; Aeppli, G
Journal: MACHINE LEARNING-SCIENCE AND TECHNOLOGY. 2026; Vol. 7, Issue 2, pp. -. DOI: 10.1088/2632-2153/ae3fe7
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UPD-Diff: a unified precipitation downscaling method based on multi-stream elucidating diffusion mode
Author: Chen, Jiahan; Kong, Lingzhi; Cao, Yi; Zhong, Yuanzhi; Tang, Zhenfei; Li, Xinting; Yuan, Chengsheng
Journal: MACHINE LEARNING-SCIENCE AND TECHNOLOGY. 2026; Vol. 7, Issue 2, pp. -. DOI: 10.1088/2632-2153/ae4da6
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Interpretable feature interaction via statistical self-supervised learning on tabular dat
Author: Zhang, Xiaochen; Xiong, Haoyi
Journal: MACHINE LEARNING-SCIENCE AND TECHNOLOGY. 2026; Vol. 7, Issue 1, pp. -. DOI: 10.1088/2632-2153/ae3104
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Machine learning-driven classification of natural disasters via parallel confidence fusio
Author: Li, Hongru; Li, Xihai; Liu, Jihao; Wang, Yiting; Liu, Zhigang; Zeng, Xiaoniu
Journal: MACHINE LEARNING-SCIENCE AND TECHNOLOGY. 2026; Vol. 7, Issue 1, pp. -. DOI: 10.1088/2632-2153/ae3c58
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Data-driven and self-supervised spectral operator learning methods for heat conduction equation with variable source function
Author: Wu, Xiangyao; Liu, Ziyuan; Bai, Ruijie; Wu, Yuhang; Qian, Xu
Journal: MACHINE LEARNING-SCIENCE AND TECHNOLOGY. 2026; Vol. 7, Issue 1, pp. -. DOI: 10.1088/2632-2153/ae3e38
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Error estimates for a physics-informed neural network in solving KdV equation
Author: Guo, Jia; Liu, Ziyuan; Hou, Chenping
Journal: MACHINE LEARNING-SCIENCE AND TECHNOLOGY. 2026; Vol. 7, Issue 1, pp. -. DOI: 10.1088/2632-2153/ae3c59
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High-resolution regional SST AI downscaling based on multi-mode inputs from nested ROMS simulation
Author: Chen, Xiaodan; Zheng, Fei; Xia, Jiangjiang; Zhu, Jiang; Shu, Yeqiang; Liu, Danian
Journal: MACHINE LEARNING-SCIENCE AND TECHNOLOGY. 2026; Vol. 7, Issue 1, pp. -. DOI: 10.1088/2632-2153/ae3054