| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| METR-LA (test) | GAMMA-Net | MAE2.39 | 252 | 1mo ago | |
| PEMS-BAY (test) | GAMMA-Net | MAE1.12 | 187 | 15d ago | |
| PeMSD7 Medium-scale (test) | 3D-TGCN | MAE2.23 | 19 | 3mo ago | |
| PeMSD7 Large (test) | 3D-TGCN | MAE2.27 | 19 | 3mo ago | |
| METR-LA 15 min (test) | Transformer + TDA + Sheaf | MAE2.203 | 18 | 19d ago | |
| METR-LA 30 min (test) | StemGNN | MAE3.011 | 16 | 3mo ago | |
| PEMS-Bay | STEP | RMSE4.2 | 11 | 3mo ago | |
| PeMSD7 Medium (test) | STGCN(Cheb) | MAE (15 min)2.25 | 8 | 3mo ago | |
| METR-LA 60 min (test) | Graph WaveNet | MAE3.53 | 7 | 3mo ago | |
| PEMS-BAY 30 min (test) | Graph WaveNet | MAE1.63 | 6 | 3mo ago | |
| PEMS-BAY 15 min (test) | Graph WaveNet | MAE1.3 | 6 | 3mo ago | |
| SIP | UniST | MAE0.6985 | 2 | 3mo ago |