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Author

Jie Nie

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2026

PCDA: Pseudo-Label Correction for Source-Free Universal Domain Adaptation in Remote Sensing Scene Classification

The precise classification of remote sensing images is crucial for applications such as disaster monitoring, land use planning, and national security. Since effective classification models often rely on large, well-annotated datasets, the remote sensing field faces two persistent challenges: the limited availability of...

Dan Song, Ning Liu, Yu-Ting Ling et al. · 0 citations
Open access Sep 2026

Deciphering Mechanistic Signatures in Drug-Drug Interactions with Dual Topology Graphs

Drug-drug interactions (DDIs) represent a critical challenge in drug development and clinical practice, as they can lead to severe adverse effects, including toxicity and reduced therapeutic efficacy. Deep learning methods have shown promise in large-scale, rapid DDI prediction; however, current approaches suffer from...

Wen-Jian Ma, Xiang-Peng Bi, Hua-Sen Jiang et al. · 0 citations
Open access Aug 2026

Cascade Deep Learning With Physics Guidance for Typhoon Intensity Prediction

A novel cascaded deep learning framework that combines domain expertise with data‐driven refinement for typhoon intensity prediction is proposed, providing comprehensive modelling of typhoon evolution dynamics.

Zhengya Sun, Bojie Fan, Bo Yin et al. · 0 citations

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