2 papers
cs.LG2026
A Negative-Control Protocol for Clinical EEG Foundation-Model Benchmarks: Dataset Identity and External-Cohort Stress Testing
Marzieh Zare
EEG foundation-model gains may depend on cohort, montage, or probe design. We evaluated five models on five tasks across four benchmark datasets plus Korean CAUEEG, using subject-d…
q-bio.NC2026
Cross-Cohort Spectral-Temporal Dissociation in Frozen EEG Foundation-Model Representations
Marzieh Zare
Objective. We tested whether frozen representations from five EEG foundation models support decoding of long-range temporal correlations, measured as the detrended-fluctuation-anal…