| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ETTm1 | KOSS | MSE0.215 | 375 | 11d ago | |
| ETTh1 | AutoCon | MSE0.056 | 365 | 23d ago | |
| ETTm2 | KOSS | MSE0.11 | 310 | 11d ago | |
| ETTh2 | Mean+SPIN | MSE0.1784 | 266 | 23d ago | |
| Electricity | CycleNet | MSE0.127 | 167 | 23d ago | |
| Exchange (test) | FreTS | MAE0.036 | 135 | 1mo ago | |
| weather | GTM | MSE0.147 | 88 | 1mo ago | |
| Electricity (test) | FITS | MSE0.137 | 79 | 1mo ago | |
| Traffic | PatchTST | MSE0.366 | 65 | 1mo ago | |
| Weather | SWIFT / MLP | MSE0.14 | 65 | 1mo ago | |
| Exchange | DLinear + xCPD | MSE0.15 | 64 | 11d ago | |
| 9 datasets average | TPS | MSE0.445 | 60 | 5d ago | |
| Solar | SE-LLM | MSE0.192 | 45 | 23d ago | |
| PEMS03 | MSTN-Transformer | MSE0.01 | 41 | 4d ago | |
| WX (Wanshou) (test) | Transformer | MSE0.542 | 35 | 17d ago | |
| HW Wanliu (test) | Informer | MSE0.425 | 35 | 17d ago | |
| TT (Tiantan) (test) | Informer | MSE0.585 | 35 | 17d ago | |
| SY (Shunyi) (test) | Transformer | MSE0.448 | 35 | 17d ago | |
| DS (Dongsi) (test) | Informer | MSE0.578 | 35 | 17d ago | |
| AZ (Aotizhongxin) (test) | Transformer | MSE0.456 | 35 | 17d ago | |
| TT -> DS | MSE0.446 | 35 | 17d ago | ||
| DS -> TT | MSE0.426 | 35 | 17d ago | ||
| TT -> AZ | GPT4AP | MSE0.45 | 35 | 17d ago | |
| AZ -> TT | MSE0.422 | 35 | 17d ago | ||
| DS -> AZ | GPT4AP | MSE0.42 | 35 | 17d ago |
