| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Seizure Detection | TUSZ (test) | F1 Score79.07 | 15 | |
| Time Series Anomaly Detection | TUSZ | AUC82.91 | 15 | |
| Brain Dynamics Forecasting | TUSZ EEG 5-fold cross-validation (held-out subjects) | MSE0.44 | 8 | |
| Seizure Detection | TUSZ 60s clips (test) | F1 Score75.3 | 7 | |
| Seizure Detection | TUSZ 12s clips (test) | F1 Score0.749 | 7 | |
| EEG Analysis | TUSZ Dataset | F1 Score76.93 | 6 | |
| Time Series Anomaly Detection | TUSZ Hard Setting (test) | AUC76.3 | 4 | |
| EEG Generation | TUSZ | TS-FID151.27 | 3 | |
| Seizure Detection | TUSZ v1.5.2 | AUROC90.39 | 2 | |
| EEG Event Detection and Localization | TUSZ | F1 Detection35.3 | 2 |