| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Weather | PatchTST | MSE0.045 | 448 | 17d ago | |
| ETTh1 | MAE0.241 | 446 | 17d ago | ||
| Traffic | SCNN | MSE0.246 | 362 | 23d ago | |
| ETTh2 | SCNN | MSE0.079 | 353 | 17d ago | |
| ETTm1 | PatchTST | MSE0.056 | 334 | 17d ago | |
| ETTm2 | SCNN | MSE0.042 | 330 | 17d ago | |
| ETTh1 (test) | NLinear | MSE0.053 | 264 | 23d ago | |
| ECL | IdealTSF | MSE0.126 | 154 | 23d ago | |
| Traffic (test) | TS-Memory | MSE0.367 | 149 | 23d ago | |
| Weather (test) | FITS | MSE0.145 | 147 | 23d ago | |
| ETTm1 (test) | NLinear | MSE0.026 | 138 | 23d ago | |
| ETTh2 (test) | Ada-MSHyper | MSE0.116 | 135 | 23d ago | |
| Solar-Energy | TQNet | MSE0.173 | 107 | 1mo ago | |
| Electricity | SEED | MSE0.133 | 103 | 1mo ago | |
| ILI | FeDaL | MSE1.355 | 102 | 23d ago | |
| ECL (test) | FSMLP | MSE0.133 | 82 | 29d ago | |
| Exchange | MSE0.08 | 79 | 23d ago | ||
| ETTm2 (test) | BEAT | MSE0.164 | 61 | 23d ago | |
| Electricity | ms-Mamba | MSE0.138 | 55 | 1mo ago | |
| WTH | IdealTSF | MSE0.139 | 32 | 1mo ago | |
| ELC | MSE0.058 | 32 | 1mo ago | ||
| Weather | Dualformer | MAE10.85 | 28 | 1mo ago | |
| PEMS08 (test) | QDF | MSE0.12 | 21 | 29d ago | |
| PEMS03 (test) | QDF | MSE0.089 | 21 | 29d ago | |
| ETTm1 to ETTh2 | LTSM-Bundle | MSE0.306 | 21 | 1mo ago |
