Review
Open access
Jan 2026
EEG-FM-Compass: Progress, Benchmarking, and Future Directions for EEG Foundation Models
The results indicate that: 1) linear probing is frequently insufficient; 2) specialist models trained from scratch remain competitive across many tasks; and 3) larger FMs do not necessarily yield better generalization performance under current data regimes and training practices.
Dingkun Liu, Yu-Heng Chen, Zhu Chen et al.
· National Science Review · 12 citations
· ⚡3