| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ETTh1 | AutoCon | MSE0.056 | 500 | 16d ago | |
| ETTm1 | FLUID |Main| | MSE0.0022 | 452 | 1mo ago | |
| ETTm2 | KOSS | MSE0.11 | 391 | 1mo ago | |
| ETTh2 | Mean+SPIN | MSE0.1784 | 376 | 16d ago | |
| Electricity | CycleNet | MSE0.127 | 167 | 4mo ago | |
| Exchange (test) | FreTS | MAE0.036 | 147 | 1mo ago | |
| weather | GTM | MSE0.147 | 88 | 4mo ago | |
| ETTm1 | DGF | MAE0.322 | 86 | 1mo ago | |
| Electricity (test) | FITS | MSE0.137 | 85 | 2mo ago | |
| Exchange | DLinear + xCPD | MSE0.15 | 73 | 1mo ago | |
| Solar | DMSC | MSE0.191 | 70 | 29d ago | |
| Traffic | PatchTST | MSE0.366 | 65 | 4mo ago | |
| Weather | SWIFT / MLP | MSE0.14 | 65 | 4mo ago | |
| 9 datasets average | TPS | MSE0.445 | 60 | 3mo ago | |
| Weather | DGF | MAE0.167 | 58 | 16d ago | |
| ECL | RAFT | MSE0.156 | 55 | 1mo ago | |
| Weather | TSRating | RMSE0.433 | 48 | 1mo ago | |
| Exchange Rate (ExRate) | DataShapley | RMSE0.212 | 48 | 1mo ago | |
| PEMS03 | MSTN-Transformer | MSE0.01 | 41 | 3mo ago | |
| Traffic | MSE0.396 | 39 | 1mo ago | ||
| ETTh2 v1 (test) | PatchTST | MSE0.288 | 36 | 2mo ago | |
| WX (Wanshou) (test) | Transformer | MSE0.542 | 35 | 3mo ago | |
| HW Wanliu (test) | Informer | MSE0.425 | 35 | 3mo ago | |
| TT (Tiantan) (test) | Informer | MSE0.585 | 35 | 3mo ago | |
| SY (Shunyi) (test) | Transformer | MSE0.448 | 35 | 3mo ago |
