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The proposed Aggregation-Perception Enhanced Convolutional Transformer (APCformer) network achieves superior performance in motor imagery EEG decoding tasks by effectively capturing spatial-temporal dynamic features and balancing global long-term dependencies with local fine-grained features. Novelty: ClaimNovelty.METHODOLOGICAL. Consensus alignment: ConsensusAlignment.NEUTRAL.

APCformer: an aggregation-perception enhanced convolutional transformer network for MI-EEG decoding

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