| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ETTm1 | KOSS | MSE0.215 | 184 | 2d ago | |
| ETTh1 | AutoCon | MSE0.056 | 179 | 2d ago | |
| ETTm2 | KOSS | MSE0.11 | 174 | 2d ago | |
| ETTh2 | Mean+SPIN | MSE0.1784 | 163 | 2d ago | |
| Exchange (test) | FreTS | MAE0.036 | 127 | 4d ago | |
| Electricity (test) | FITS | MSE0.137 | 79 | 4d ago | |
| Traffic | PatchTST | MSE0.366 | 65 | 4d ago | |
| Weather | SWIFT / MLP | MSE0.14 | 65 | 4d ago | |
| Electricity | CycleNet | MSE0.127 | 50 | 4d ago | |
| Exchange | MSE0.302 | 46 | 2d ago | ||
| Solar | GTR | MSE0.194 | 36 | 4d ago | |
| Exchange Rate (test) | SCINet | MSE0.061 | 28 | 4d ago | |
| ETTm1 v1 (test) | TS-Memory | MSE0.356 | 21 | 4d ago | |
| ILI (test) | xPatch | MSE1.281 | 20 | 4d ago | |
| Electricity | PatchTST | MSE0.129 | 20 | 4d ago | |
| ETTm2 v1 (test) | TS-Memory | MSE0.266 | 20 | 4d ago | |
| ETTh2 v1 (test) | TS-Memory | MSE0.34 | 20 | 4d ago | |
| COVID-19 Country 2 | Autoformer | MSE1.747 | 15 | 4d ago | |
| COVID-19 Country 1 | Autoformer | MSE0.11 | 15 | 4d ago | |
| PJM (test) | MSE0.254 | 13 | 4d ago | ||
| FR (test) | L_Harm, lp | MSE0.287 | 13 | 4d ago | |
| BE (test) | L_Harm, lp | MSE0.295 | 13 | 4d ago | |
| ETTh1 v1 (test) | TS-Memory | MSE0.396 | 11 | 4d ago | |
| Solar T=720 | AMD | MSE0.203 | 10 | 4d ago | |
| Solar T=336 | AMD | MSE0.2 | 10 | 4d ago |
