| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ETTh1 | MSTN-Transformer | MAE0.013 | 187 | 16d ago | |
| Weather | MSTN-Transformer | MAE0.014 | 177 | 16d ago | |
| ETTm1 | MSTN-Transformer | MSE0.002 | 177 | 16d ago | |
| ETTm2 | MSTN-Transformer | MSE0.003 | 143 | 16d ago | |
| ETTh2 | MSTN-Transformer | MSE0.003 | 126 | 16d ago | |
| ETTh1 (test) | FreDF | MSE0.0017 | 83 | 16d ago | |
| ECL | LHarm,lp | MSE0.0005 | 75 | 22d ago | |
| Exchange | Bridge-TS-2 | MSE0.002 | 54 | 4mo ago | |
| Time-series Datasets Average (test) | T1 | MSE0.017 | 48 | 4mo ago | |
| Weather (test) | LHarm,lp | MSE0.0002 | 47 | 16d ago | |
| ETTh2 (test) | FreDF | MSE0.0027 | 47 | 16d ago | |
| ETTm2 (test) | LHarm,lp | MSE0.0027 | 46 | 16d ago | |
| ETTm1 (test) | LHarm,lp | MSE0.0016 | 46 | 16d ago | |
| ETT | FADTI | MAE0.197 | 44 | 4mo ago | |
| Weather | ALER-TI | MSE Improvement (%)27.78 | 40 | 16d ago | |
| Electricity | ALER-TI | MSE Improvement (%)19.42 | 40 | 16d ago | |
| Yeast | FADTI | MAE5.95 | 36 | 4mo ago | |
| Weather | MTSCI | CRPS0.018 | 32 | 4mo ago | |
| ETT | FADTI | CRPS0.032 | 32 | 4mo ago | |
| Weather | SAITS | RMSE84.787 | 32 | 4mo ago | |
| Yeast | FADTI | CRPS0.012 | 24 | 4mo ago | |
| Yeast | FADTI | RMSE34.58 | 24 | 4mo ago | |
| Electricity (test) | T1 | MSE0.038 | 23 | 16d ago | |
| ETT (Original In-Sample) | PRDIM | MAE0.303 | 22 | 2mo ago | |
| ETT Original (Out-of-Sample) | PRDIM | MAE0.663 | 22 | 2mo ago |
