| TUH EEG v1.5.2 (test) | CNN1D + LSTM | TPR100 | | 42 | 3mo ago |
| CHB-MIT | CAMEL-CLIP | Balanced Accuracy82.66 | | 34 | 19d ago |
| NICU | Gemini-3-Flash | BCA70.08 | | 16 | 3mo ago |
| CHSZ | Gemini-3-Flash | BCA82.1 | | 16 | 3mo ago |
| TUSZ (test) | GPT-5 + Transformer G | F1 Score79.07 | | 15 | 1mo ago |
| Unipolar TUH EEG raw (test) | ResNet-short + Dilation + LSTM | AUROC0.88 | | 15 | 3mo ago |
| CHB-MIT Scalp EEG | ConvMambaNet | Recall99 | | 11 | 3mo ago |
| Epilepsy | | AUROC99.9 | | 11 | 3mo ago |
| UCI Epilepsy Seizure Dataset (test) | Hybrid Deep Learning Model | Accuracy99.83 | | 10 | 1d ago |
| Rodent Seizure Dataset (random-session) | EEGVFusion | Balanced Accuracy99.57 | | 10 | 1mo ago |
| Held-out-subject Subject 110 (test) | EEGVFusion | Balanced Accuracy97.39 | | 10 | 1mo ago |
| Public Seizure Dataset held-out subjects (test) | Proposed | Accuracy88.9 | | 8 | 2mo ago |
| Human Seizure Video Average (test) | Cross-Species Transfer Learning Framework | Balanced Accuracy72.3 | | 8 | 2mo ago |
| TUSZ 60s clips (test) | IRENE | F1 Score75.3 | | 7 | 2mo ago |
| TUSZ 12s clips (test) | IRENE | F1 Score0.749 | | 7 | 2mo ago |
| SIENA subject-independent (test) | SpecMoE | Balanced Accuracy86.55 | | 7 | 2mo ago |
| CHB-MIT dataset | | Sensitivity99.8 | | 7 | 3mo ago |
| TUSL | | ROC-AUC0.932 | | 6 | 21d ago |
| Siena | | ROC-AUC95.5 | | 6 | 21d ago |
| Human Seizure Video 4-shot (test) | SlowFast | Balanced Accuracy72.83 | | 6 | 2mo ago |
| Human Seizure Video 3-shot (test) | Cross-Species Transfer Learning Framework | Balanced Accuracy71.76 | | 6 | 2mo ago |
| Human Seizure Video 2-shot (test) | | Balanced Accuracy74.44 | | 6 | 2mo ago |
| CHB-MIT (test) | CBraMod-MTDP | Balanced Accuracy80.13 | | 6 | 2mo ago |
| Clinical EEG Seizure Detection patient-specific (cross-validation) | Adapt-TKRR | Sensitivity63.2 | | 6 | 3mo ago |
| TUH TUSZ | Hybrid Architecture | FA/24h0.51 | | 3 | 3mo ago |
