The Identity Trap in EEG Foundation Models: A Diagnostic Audit

Jun-You Lin, Ying Choon Wu, Tzyy-Ping Jung

Objective. EEG foundation models (FMs) report strong accuracy on clinical resting-state EEG. However, high accuracy under subject-disjoint cross-validation remains ambiguous: it ca…