Beyond Accuracy: Robustness, Interpretability and Expressiveness of EEG Foundation Models.

arXiv:2605.17562v2 Announce Type: replace-cross Abstract: EEG foundation models (EEG-FMs) have been evaluated predominantly on clean, in-distribution accuracy, demonstrating modest gains over supervised baselines and weak frozen representations. This study exa