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Young-Seok Choi

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2026

SimNeXt-EEG: Compact Motor Imagery EEG Decoding via Parameter-Free Temporal Attention and Separable Refinement

Deployment-oriented motor imagery (MI) decoding with non-invasive electroencephalography (EEG) requires compact brain-computer interface (BCI) models that preserve low-SNR, non-stationary, and session-/subject-variable sensorimotor rhythms without heavy spatio-temporal parameterization or learnable attention. To addres...

Dae Hyeon Kim, Young-Seok Choi · 0 citations

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