We developed a prior-guided framework for RSVP-EEG decoding and found that, for this task, a simple MLP can match or even outperform Transformer-based models.
We proposed a brain-machine fusion approach to achieve the brain-in-the-loop modeling and brain-out-of-the-loop application.
Boosting brain-computer interface performance through cognitive training: a brain-centric approach