| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ETTm1 | MSTN-Transformer | MSE0.002 | 151 | 4d ago | |
| ETTh1 | MSTN-Transformer | MSE0.002 | 149 | 4d ago | |
| Weather | MSTN-Transformer | MAE0.014 | 143 | 4d ago | |
| ETTm2 | MSTN-Transformer | MSE0.003 | 117 | 4d ago | |
| ETTh2 | MSTN-Transformer | MSE0.003 | 100 | 4d ago | |
| ETTh1 (test) | FreDF | MSE0.0017 | 63 | 1mo ago | |
| Exchange | Bridge-TS-2 | MSE0.002 | 54 | 1mo ago | |
| Time-series Datasets Average (test) | T1 | MSE0.017 | 48 | 1mo ago | |
| Weather (test) | LHarm,lp | MSE0.0002 | 45 | 1mo ago | |
| ETTh2 (test) | FreDF | MSE0.0027 | 45 | 1mo ago | |
| ETTm2 (test) | LHarm,lp | MSE0.0027 | 45 | 1mo ago | |
| ETTm1 (test) | LHarm,lp | MSE0.0016 | 45 | 1mo ago | |
| ECL | LHarm,lp | MSE0.0005 | 45 | 4d ago | |
| ETT | FADTI | MAE0.197 | 44 | 1mo ago | |
| Yeast | FADTI | MAE5.95 | 36 | 1mo ago | |
| Weather | MTSCI | CRPS0.018 | 32 | 1mo ago | |
| ETT | FADTI | CRPS0.032 | 32 | 1mo ago | |
| Weather | SAITS | RMSE84.787 | 32 | 1mo ago | |
| Yeast | FADTI | CRPS0.012 | 24 | 1mo ago | |
| Yeast | FADTI | RMSE34.58 | 24 | 1mo ago | |
| Electricity (test) | T1 | MSE0.038 | 22 | 1mo ago | |
| METR-LA Point missing (test) | SPIN | MAE1.9 | 21 | 1mo ago | |
| PEMS-BAY Point missing (test) | GRIN | MAE0.67 | 21 | 1mo ago | |
| PEMS-BAY Block missing (test) | SPIN-H | MAE1.05 | 21 | 1mo ago | |
| Electricity | T1 | MSE0.043 | 17 | 1mo ago |
