Original ResearchPublished 6 October 2026An attention-enhanced hybrid CNN-BiLSTM framework for multiclass epileptic seizure recognition using EEG signalsBobbinpreet Kaur · Sheenam Middha · Aleem Ali · Noman Khan · Reham Alhejaili · Ahmed H. AlmutairiFrontiers in Computational Neurosciencedoi 10.3389/fncom.2026.1949040
Original ResearchPublished 2 October 2026A sliding window and Fourier decomposition method based 1D-CNN framework for motor imagery EEG classificationB. S. S. Tejesh · Karra Bhaskar · M. Sivaji · Ravisankar Dakupati · Saswat Kumar Ram · Pradyut Kumar Sanki · M. RamakrishnanFrontiers in Computational Neurosciencedoi 10.3389/fncom.2026.1945160
Original ResearchPublished 28 September 2026Visual cues in MI-BCI induce biases in EEG classification models with deep learning but not with standard machine learningDavid Trocellier · Simon Kojima · Bernard N'kaoua · Fabien LotteFrontiers in Neuroergonomicsdoi 10.3389/fnrgo.2026.1804143
