Representational and Functional Robustness to Electrode Montages in EEG Foundation Models
This work investigates the effects of different electrode montages through a joint functional and representational analysis of four EEG foundation models selected to span distinct montage-handling designs, and shows that aggregation, not the encoder alone, determines functional robustness.