notesum.ai
Published at November 29Graph-Enhanced EEG Foundation Model
cs.LG
eess.SP
Released Date: November 29, 2024
Authors: Limin Wang1, Toyotaro Suzumura1, Hiroki Kanezashi1
Aff.: 1The University of Tokyo

| Model | Config. | MMI | P300 | ERN |
|---|---|---|---|---|
| Baseline | BENDR | 0.646 | 0.577 | 0.522 |
| Linear | 0.794 | 0.607 | 0.508 | |
| GraphSAGE | BENDR | 0.883 | 0.692 | 0.501 |
| Linear | 0.758 | 0.580 | 0.492 | |
| GCN | BENDR | 0.514 | 0.616 | 0.534 |
| Linear | 0.506 | 0.578 | 0.486 | |
| GCN (w/ e.) | BENDR | 0.849 | 0.616 | 0.538 |
| Linear | 0.508 | 0.574 | 0.504 | |
| GAT | BENDR | 0.500 | 0.618 | 0.551 |
| Linear | 0.509 | 0.578 | 0.496 | |
| GAT (w/ e.) | BENDR | 0.509 | 0.620 | 0.525 |
| Linear | 0.508 | 0.577 | 0.500 |