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Open access Sep 2026

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

Electroencephalogram (EEG)-based seizure prediction has recently emerged as a critical technique for clinical diagnosis and intervention. However, conventional multi-channel EEG analysis methods often overlook the brain’s intrinsic spatial topology and typically employ fixed channel ordering, which constrain their abil...

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.

Accurate decoding of motor imagery electroencephalography (MI-EEG) signals is critical for practical brain-computer interface (BCI) systems. However, conventional approaches typically rely on dense multi-channel recordings, which not only introduce data redundancy but may also incorporate noise, thereby hindering real-...

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

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