| PEMS08 | HTVGNN | RMSE21.06 | | 166 | 2d ago |
| METR-LA | OLinear | MAE0.311 | | 127 | 3d ago |
| PEMS07 | HTVGNN | MAE17.99 | | 94 | 2d ago |
| PeMSD7 (test) | SCNN | MAE2.1 | | 83 | 3d ago |
| NAVER-Seoul (test) | PM-MemNet | MAE4.57 | | 54 | 3d ago |
| PeMSD8 (test) | STG-NRDE | MAE15.32 | | 53 | 3d ago |
| PeMSD4 (test) | STG-NRDE | MAE19.13 | | 53 | 3d ago |
| PeMSD3 (test) | STG-NRDE | MAE15.5 | | 53 | 3d ago |
| NAVER-Seoul | GWNet | MAE4.5 | | 48 | 3d ago |
| Tokyo JARTIC 2021 (test) | ConFormer | MAE5.77 | | 44 | 3d ago |
| METR-LA 30min horizon 6 | FreTS | MAE0.066 | | 44 | 3d ago |
| PEMS-BAY | STD-MAE | MAE1.23 | | 35 | 3d ago |
| PEMS-03 Long-term (24 -> 24avg) | UrbanFM | MAE13.82 | | 30 | 2d ago |
| PEMS-03 Short-term (12 -> 12avg) | UrbanFM | MAE13 | | 30 | 2d ago |
| TaxiBJ (test) | PredFormer (Binary-ST) | MAE14.3 | | 29 | 3d ago |
| PeMSD4 | PM-DMNet(P) | MAE18.34 | | 28 | 3d ago |
| PEMS07 (test) | StemGNN | MAE2.14 | | 27 | 3d ago |
| PEMS04 | HTVGNN | MAE (15min)17.25 | | 25 | 3d ago |
| PEMS03 | HTVGNN | MAE (15min)13.09 | | 25 | 3d ago |
| PEMS-BAY 15min horizon 3 | StemGNN | MAE1.23 | | 25 | 3d ago |
| PEMS-BAY 60min horizon 12 | MegaCRN | MAE1.88 | | 24 | 3d ago |
| PEMS-BAY 30min horizon 6 | MegaCRN | MAE1.6 | | 24 | 3d ago |
| PeMS (Average of PeMSD3, PeMSD4, PeMSD7, PeMSD8, PeMSD7(M), PeMSD7(L)) v1 (test) | STG-NRDE | MAE12.65 | | 22 | 3d ago |
| METR-LA Horizon 12 (60 min) (test) | STAEformer | MAE3.34 | | 20 | 3d ago |
| METR-LA Horizon 3 (15 min) (test) | STAEformer | MAE2.65 | | 20 | 3d ago |
