| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| PEMS08 (test) | GWN* | MAPE9.07 | 96 | 4d ago | |
| UrbanEV (test) | ST-Prune | MAPE29.05 | 73 | 4d ago | |
| NYC Taxi (test) | MTGNN | MAE4.9 | 41 | 4d ago | |
| TaxiBJ | PFGNet | MSE0.2881 | 30 | 4d ago | |
| NYC Citi Bike (test) | MTGNN | MAE1.78 | 29 | 4d ago | |
| Wikipedia Math | RDGNN-T | MSE0.579 | 28 | 4d ago | |
| PedalMe London | RDGNN-T | MSE0.791 | 28 | 4d ago | |
| Chickenpox Hungary | RDGNN-T | MSE1.097 | 28 | 4d ago | |
| WeatherBench-S 2017-2018 (test) | SimVP+SVQ | Temperature MSE1.018 | 11 | 3d ago | |
| WeatherBench-M 2017-2018 (test) | SimVP+SVQ | Temperature MSE4.427 | 10 | 3d ago | |
| PEMS-BAY (test) | GraphWaveNet | MAE1.56 | 9 | 4d ago | |
| Intensity-22 (3-day) | ExoST | MAE64.13 | 8 | 2d ago | |
| AQI-19 (2-day) | ExoST | MAE10.04 | 8 | 2d ago | |
| AQI 19 (1-day) | ExoST | MAE9.33 | 8 | 2d ago | |
| Synthetic spatio-temporal T=500 (test) | RMSE4.5 | 5 | 4d ago | ||
| LargeST GLA | ST-Prune | MAE26.22 | 4 | 4d ago | |
| LargeST GBA | ST-Prune | MAE27.32 | 4 | 4d ago | |
| LargeST SD | ST-Prune | MAE24.01 | 4 | 4d ago | |
| Intensity-22 (2-day) | - | MAE- | 0 | 4d ago | |
| Intensity-22 (1-day) | - | MAE- | 0 | 4d ago | |
| AQI-22 3-day | - | MAE- | 0 | 4d ago | |
| AQI-22 (2-day) | - | MAE- | 0 | 4d ago | |
| AQI-22 (1-day) | - | MAE- | 0 | 4d ago | |
| Speed-19 (3-day) | - | MAE- | 0 | 4d ago | |
| Speed-19 (2-day) | - | MAE- | 0 | 4d ago |
