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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
Aug 2026

Graph convolution neural network channel selection with attention for motor imagery EEG decoding.

Experimental results demonstrate that the proposed approach achieves performance comparable to that obtained with all channels while using significantly fewer electrodes, and UniEEG-Net exhibits classification accuracy surpassing current state-of-the-art models.

Hao-Yu Li, Wei-Dong Dang, Lei Liu et al. · 0 citations

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