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

Urban Širca, Maryam Alimardani, Stefanos Zafeiriou +1

EEG foundation models (EEG-FMs) have been evaluated predominantly on clean, in-distribution accuracy, leaving their robustness, interpretability and representational quality largel…