NeuroAtlas: Benchmarking Foundation Models for Clinical EEG and Brain-Computer Interfaces

Excerpt

arXiv:2605.14698v2 Announce Type: replace Abstract: Foundation models (FMs) promise to extract unified representations that generalize across downstream tasks. They have emerged across fields, including electroencephalography (EEG), but it is less clear how effective they are in this particular field. Published evaluations differ in datasets, in the EEG-specific preprocessing that might influence reported results, and in the reported metrics, frequently obscuring the clinical relevance in EEG. W