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Author

Jian-Peng An

2 papers indexed here

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Open access Sep 2026

MF-TopoNet: A Multi-Frequency Topological Neural Network for Epileptic Seizure Prediction

A novel Multi-Frequency Topological Neural Network that jointly captures topological and spatial–temporal characteristics of EEG signals is proposed that underscores the importance of incorporating brain topology into deep learning frameworks and highlights the effectiveness of multi-frequency feature fusion for improv...

Ying-Chun Mei, Jia-Lu Sun, Da-Wan Wang et al. · 0 citations
Open access Aug 2026

MTGNet: a task-oriented and spectrally guided framework for EEG denoising

The proposed MTGNet framework provides a practical approach to task-aware EEG denoising, while future work should further validate its applicability across real-world EEG settings involving diverse tasks, artifact types, and acquisition conditions.

Jin-Cheng Hu, Zhong-Ke Gao, Yu-Shi Hao et al. · 0 citations

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