| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| MAMEM-SSVEP-II | AttSymSpd-LE | Accuracy70.96 | 29 | 4mo ago | |
| BCIC-IV-2a | AttSymSpd-LE | Accuracy78.24 | 17 | 4mo ago | |
| BCI-NER | AttSymSpd-LE | Accuracy78.02 | 15 | 4mo ago | |
| BCI Competition IV 2a | MPEC | Subject 1 Accuracy87.68 | 6 | 1mo ago | |
| Schizo-28 | SPOTR | Mean AUC87.79 | 5 | 1mo ago | |
| MDD | SPOTR | Mean AUC95.31 | 5 | 1mo ago | |
| NTUH-BIS | SPOTR | Mean AUC87.69 | 5 | 1mo ago | |
| Siena | SPOTR | Mean AUC76.87 | 5 | 1mo ago | |
| ISRUC | SPOTR | Mean AUC92.83 | 5 | 1mo ago | |
| Group-Mod (test) | Accuracy (%)93.7 | 4 | 4mo ago | ||
| APAVA | LuMamba-Tiny | AUROC95.5 | 3 | 4mo ago | |
| TDBrain | BioMamba | AUROC99.4 | 3 | 4mo ago | |
| Long-term EEG 19-channel 2-minute duration | CwA-T | Sensitivity76.2 | 2 | 1mo ago |
