| METR-LA | OLinear | MAE0.311 | | 183 | 4d ago |
| PEMS08 | WARP | RMSE10.1 | | 181 | 3d ago |
| PeMSD7 (test) | SCNN | MAE2.1 | | 95 | 1mo ago |
| PEMS07 | HTVGNN | MAE17.99 | | 94 | 1mo ago |
| NAVER-Seoul | GWNet | MAE4.5 | | 78 | 4d ago |
| NAVER-Seoul (test) | PM-MemNet | MAE4.57 | | 54 | 1mo ago |
| PeMSD8 (test) | STG-NRDE | MAE15.32 | | 53 | 1mo ago |
| PeMSD4 (test) | STG-NRDE | MAE19.13 | | 53 | 1mo ago |
| PeMSD3 (test) | STG-NRDE | MAE15.5 | | 53 | 1mo ago |
| PEMS-BAY | STD-MAE | MAE1.23 | | 45 | 18d ago |
| Tokyo JARTIC 2021 (test) | ConFormer | MAE5.77 | | 44 | 1mo ago |
| METR-LA 30min horizon 6 | FreTS | MAE0.066 | | 44 | 1mo ago |
| PeMSD4 | SC-FSGL | MAE2.46 | | 38 | 18d ago |
| PEMS04 | HTVGNN | MAPE (Avg)11.9 | | 32 | 24d ago |
| PEMS03 | PDEDER | MAPE (Avg)14.1 | | 32 | 24d ago |
| PEMS-03 Long-term (24 -> 24avg) | UrbanFM | MAE13.82 | | 30 | 1mo ago |
| PEMS-03 Short-term (12 -> 12avg) | UrbanFM | MAE13 | | 30 | 1mo ago |
| TaxiBJ (test) | PredFormer (Binary-ST) | MAE14.3 | | 29 | 1mo ago |
| PEMS07 (test) | StemGNN | MAE2.14 | | 27 | 1mo ago |
| PEMS-BAY 15min horizon 3 | StemGNN | MAE1.23 | | 25 | 1mo ago |
| PEMS-BAY 60min horizon 12 | MegaCRN | MAE1.88 | | 24 | 1mo ago |
| PEMS-BAY 30min horizon 6 | MegaCRN | MAE1.6 | | 24 | 1mo ago |
| Traffic forecasting (test) | Opus | RMSE0.0214 | | 23 | 6d ago |
| PeMS (Average of PeMSD3, PeMSD4, PeMSD7, PeMSD8, PeMSD7(M), PeMSD7(L)) v1 (test) | STG-NRDE | MAE12.65 | | 22 | 1mo ago |
| Average (METRLA, PEMSD4, PEMSD7(M), PEMSD8, PEMSBAY) | SC-FSGL | MAE3.67 | | 20 | 18d ago |
