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

EEG-FM-Audit: A Systematic Evaluation and Analysis Pipeline for EEG Foundation Models arXiv:2605.26910v1 Announce Type: cross Abstract: 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 limitations: opaque supervised baseline tuning, unverified contributions of complex learning paradigms, and a lack of transparency in model decision-making. To address these, we propose EEG