| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| EEG classification | ISRUC | Kappa63.46 | 32 | |
| Sleep Stage Classification | ISRUC (same cohort) | Sensitivity (Wake)92.4 | 8 | |
| Sleep Staging | ISRUC (test) | Accuracy82.4 | 8 | |
| Sleep Stage Classification | ISRUC-S3 | Accuracy82.41 | 7 | |
| Unsupervised cross-modal knowledge transfer | ISRUC EEG → ECG | Balanced Accuracy80.13 | 5 | |
| Unsupervised cross-modal knowledge transfer | ISRUC ECG → EEG | Balanced Accuracy0.6592 | 5 | |
| Cross-modal knowledge transfer | ISRUC ECG (Old) → EEG (New) (test) | BAcc65.92 | 5 | |
| Cross-modal knowledge transfer | ISRUC EEG (Old) → ECG (New) (test) | BAcc80.13 | 5 | |
| Sleep Staging | isruc-sg3 (test) | Macro F177 | 4 | |
| Sleep Staging | isruc-sg2 (test) | Macro F174 | 4 | |
| Sleep Staging | isruc-sg1 (test) | Macro F178 | 4 |