| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| BNCI2014001, Weibo2014, BNCI2014002 Average | PAT | Benign Accuracy71.04 | 42 | 5d ago | |
| BNCI2014002 | PAT | Benign Accuracy80.88 | 42 | 5d ago | |
| Weibo 2014 | PAT | Benign Accuracy64.94 | 42 | 5d ago | |
| BNCI 2014001 | PAT | Benign Accuracy69.59 | 42 | 5d ago | |
| Mental Arithmetic | SCOPE | AUPRC64.64 | 32 | 1mo ago | |
| SEED | SCOPE | AUPRC74.25 | 32 | 1mo ago | |
| ISRUC | SCOPE | Kappa63.46 | 32 | 1mo ago | |
| CHB-MIT | CBraMod-MTDP 25% | B-ACC80.13 | 30 | 1mo ago | |
| BCIC 3 2020 | SpecMoE | Balanced Accuracy62.62 | 20 | 1mo ago | |
| TUH Abnormal EEG Corpus (test) | Chrononet | Accuracy86.57 | 19 | 1mo ago | |
| BCIC IV-2A (test) | EEG-CSANet | Accuracy88.54 | 18 | 8d ago | |
| ERN (test) | LAtte | AUC81.7 | 17 | 1mo ago | |
| SSVEP (test) | LAtte | Accuracy73.75 | 17 | 1mo ago | |
| MI (test) | MAtt | Accuracy74.71 | 17 | 1mo ago | |
| Emotiv Crowdsourced | EEGM2 | Accuracy94.51 | 16 | 11d ago | |
| MentalArithmetic | CBraMod-MTDP | Balanced Accuracy77.43 | 13 | 1mo ago | |
| Mumtaz 2016 | CBraMod-MTDP | Balanced Accuracy95.85 | 13 | 1mo ago | |
| FACED | CBraMod-MTDP | Binary Accuracy56.95 | 13 | 1mo ago | |
| TUSL (test) | LaBraM-Base | Balanced Accuracy76.25 | 9 | 1mo ago | |
| TUEV (test) | LaBraM-Base | Balanced Accuracy64.09 | 9 | 1mo ago | |
| HMC (subject-independent chronological random) | NeuroWeaver | Balanced Accuracy77.37 | 9 | 1mo ago | |
| SEED subject-independent chronological random | LaBraM-Base | Balanced Accuracy73.18 | 9 | 1mo ago | |
| Workload | NeuroWeaver | Balanced Accuracy73.91 | 9 | 1mo ago | |
| BCIC 2B IV | EEG-CSANet | B1 Score83.13 | 9 | 1mo ago | |
| Emotiv Attention | EEGM2 | Accuracy82.81 | 8 | 11d ago |
