HCFT: A Hierarchical Convolutional Fusion Transformer for Cross-Task EEG Decoding.
A lightweight and generalizable decoding framework named Hierarchical Convolutional Fusion Transformer (HCFT), which combines dual-branch convolutional encoders and hierarchical Transformer blocks for multi-scale EEG representation learning, and exhibits strong cross-subject generalization and structural interpretabili...