Controlled Evaluation of EEG Foundation Models: Random Initialisation, Band-Power and Validation-Selected Probes.

arXiv:2610.32067v1 Announce Type: cross Abstract: EEG foundation models report downstream gains, yet their protocols seldom include three controls. These are the same encoder untrained, spectral features fitted on the same data, and a layer picked without look