Frequency-Gated Prompting for Enhancing Transformer-based EEG Decoding.
FGPT adaptively represents global EEG rhythms by introducing learnable sparse frequency prompt tokens and synergistically embeds these tokens with the original EEG sequence into the Transformer's self-attention computation, which enables joint modeling of spatio-temporal and frequency-domain features without compromisi...