| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| METR-LA | OLinear | MAE0.311 | 415 | 1mo ago | |
| PEMS08 | WARP | RMSE10.1 | 266 | 1mo ago | |
| PEMS-BAY | CIWI-CKT | MAE1.0128 | 161 | 1mo ago | |
| PEMS07 | HTVGNN | MAE17.99 | 152 | 1mo ago | |
| PeMSD7 (test) | SCNN | MAE2.1 | 95 | 4mo ago | |
| NAVER-Seoul | GWNet | MAE4.5 | 78 | 3mo ago | |
| PEMS03 | GAMMA-Net | MAE13.72 | 68 | 1mo ago | |
| PEMS04 | STD-MAE | MAE17.8 | 63 | 1mo ago | |
| PEMS07 (test) | StemGNN | MAE2.14 | 60 | 2mo ago | |
| NAVER-Seoul (test) | PM-MemNet | MAE4.57 | 54 | 4mo ago | |
| PeMSD8 (test) | STG-NRDE | MAE15.32 | 53 | 4mo ago | |
| PeMSD4 (test) | STG-NRDE | MAE19.13 | 53 | 4mo ago | |
| PeMSD3 (test) | STG-NRDE | MAE15.5 | 53 | 4mo ago | |
| Tokyo JARTIC 2021 (test) | ConFormer | MAE5.77 | 44 | 4mo ago | |
| METR-LA 30min horizon 6 | FreTS | MAE0.066 | 44 | 4mo ago | |
| GBA | FedLLM | MAE (Average)15.07 | 41 | 25d ago | |
| PeMSD4 | SC-FSGL | MAE2.46 | 38 | 3mo ago | |
| SD | HieraMix | MAE14.8 | 32 | 25d ago | |
| PEMS-BAY 15min horizon 3 | StemGNN | MAE1.23 | 32 | 2mo ago | |
| PEMS-BAY 60min horizon 12 | MegaCRN | MAE1.88 | 31 | 2mo ago | |
| PEMS-03 Long-term (24 -> 24avg) | UrbanFM | MAE13.82 | 30 | 4mo ago | |
| PEMS-03 Short-term (12 -> 12avg) | UrbanFM | MAE13 | 30 | 4mo ago | |
| CA | PatchSTG | MAE (Average)17.35 | 29 | 25d ago | |
| TaxiBJ (test) | PredFormer (Binary-ST) | MAE14.3 | 29 | 1mo ago | |
| METR-LA Horizon 12 | MP-SSM | MAE3.17 | 27 | 1mo ago |
