EEG-FM-Audit: A Systematic Evaluation and Analysis Pipeline for EEG Foundation Models

Xianheng Wang, Yige Yang, Damien Coyle

Large EEG Foundation Models (FMs) have shown great potential for decoding EEG signals across diverse cognitive tasks. However, existing EEG-FM studies exhibit three critical limita…