| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ETTh1 | MAE0.241 | 575 | 9d ago | ||
| Weather | PatchTST | MSE0.045 | 525 | 12d ago | |
| ETTm1 | PatchTST | MSE0.056 | 461 | 9d ago | |
| ETTh2 | SCNN | MSE0.079 | 461 | 9d ago | |
| ETTm2 | SCNN | MSE0.042 | 455 | 7d ago | |
| Traffic | SCNN | MSE0.246 | 427 | 9d ago | |
| ETTh1 (test) | NLinear | MSE0.053 | 410 | 1d ago | |
| Weather (test) | FlowMixer | MSE0.143 | 223 | 1d ago | |
| ETTh2 (test) | Ada-MSHyper | MSE0.116 | 216 | 1d ago | |
| ETTm1 (test) | NLinear | MSE0.026 | 199 | 2d ago | |
| Traffic (test) | TS-Memory | MSE0.367 | 182 | 2d ago | |
| ECL | IdealTSF | MSE0.126 | 163 | 15d ago | |
| ILI | FeDaL | MSE1.355 | 142 | 16d ago | |
| Exchange | MSE0.08 | 140 | 12d ago | ||
| ETTm2 (test) | FlowMixer | MSE0.159 | 134 | 1d ago | |
| Solar-Energy | TQNet | MSE0.173 | 126 | 15d ago | |
| Electricity | SEED | MSE0.133 | 114 | 20d ago | |
| ECL (test) | FSMLP | MSE0.133 | 90 | 1mo ago | |
| Electricity | ms-Mamba | MSE0.138 | 75 | 1d ago | |
| Electricity (test) | FlowMixer | MSE0.131 | 73 | 2d ago | |
| Solar | PESD-TSF | MSE0.153 | 66 | 15d ago | |
| WIND | PESD-TSF | MSE0.757 | 48 | 15d ago | |
| TEMP | PESD-TSF | MSE0.131 | 48 | 15d ago | |
| PM2.5 | PESD-TSF | MSE0.319 | 48 | 15d ago | |
| ZAFNOO | TIMEMIXER | MSE0.41 | 48 | 15d ago |
