| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ETTh1 | MAE0.241 | 351 | 2d ago | ||
| Weather | PatchTST | MSE0.045 | 348 | 2d ago | |
| ETTh2 | SCNN | MSE0.079 | 327 | 2d ago | |
| ETTm2 | SCNN | MSE0.042 | 305 | 2d ago | |
| ETTm1 | PatchTST | MSE0.056 | 295 | 2d ago | |
| Traffic | SCNN | MSE0.246 | 278 | 2d ago | |
| ETTh1 (test) | NLinear | MSE0.053 | 221 | 4d ago | |
| ECL | IdealTSF | MSE0.126 | 134 | 3d ago | |
| Traffic (test) | TS-Memory | MSE0.367 | 116 | 4d ago | |
| Electricity | SEED | MSE0.133 | 103 | 2d ago | |
| Weather (test) | FITS | MSE0.145 | 103 | 4d ago | |
| ETTh2 (test) | Ada-MSHyper | MSE0.116 | 92 | 4d ago | |
| ETTm1 (test) | NLinear | MSE0.026 | 81 | 4d ago | |
| ECL (test) | iTransformer | MSE0.148 | 58 | 4d ago | |
| Solar-Energy | TQNet | MSE0.173 | 52 | 4d ago | |
| ILI | TIME-LLM | MSE1.435 | 41 | 3d ago | |
| WTH | IdealTSF | MSE0.139 | 32 | 4d ago | |
| ELC | MSE0.058 | 32 | 4d ago | ||
| Weather | Dualformer | MAE10.85 | 28 | 4d ago | |
| ETTm1 to ETTh2 | LTSM-Bundle | MSE0.306 | 21 | 4d ago | |
| Solar | TimesNet | RPD (%)-76.8 | 20 | 4d ago | |
| Exchange | SparseTSF | MSE0.105 | 20 | 2d ago | |
| Traffic | TimesNet | RPD (%)-55 | 20 | 4d ago | |
| Electricity | TimesNet | RPD (%)-21.9 | 20 | 4d ago | |
| ETTm1 | TimesNet | RPD (%)-14.4 | 20 | 4d ago |
