| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| PEMS08 (test) | GWN* | MAPE9.07 | 96 | 1mo ago | |
| UrbanEV (test) | ST-Prune | MAPE29.05 | 73 | 1mo ago | |
| Molene weather dataset (France) | STDN | MAE0.352 | 50 | 4d ago | |
| TaxiBJ | WaveSFNet | MSE0.287 | 45 | 24d ago | |
| NYC Taxi (test) | MTGNN | MAE4.9 | 41 | 1mo ago | |
| GBA | Relative MAE0.207 | 37 | 1mo ago | ||
| GLA | Relative MAE0.182 | 36 | 1mo ago | ||
| CAMS | Relative MAE0.5 | 34 | 1mo ago | ||
| ERA5 | Relative MAE0.368 | 34 | 1mo ago | ||
| CA | Relative MAE0.12 | 32 | 1mo ago | ||
| NYC Citi Bike (test) | MTGNN | MAE1.78 | 29 | 1mo ago | |
| Wikipedia Math | RDGNN-T | MSE0.579 | 28 | 1mo ago | |
| PedalMe London | RDGNN-T | MSE0.791 | 28 | 1mo ago | |
| Chickenpox Hungary | RDGNN-T | MSE1.097 | 28 | 1mo ago | |
| SH-METRO | STGCN | MAE63.655 | 16 | 1mo ago | |
| AIR-GZ | STDN | MAE0.251 | 16 | 1mo ago | |
| AIR-BJ | STDN | MAE0.207 | 16 | 1mo ago | |
| NYC-Bike | iTransformer | MAE1.111 | 16 | 1mo ago | |
| WeatherBench-S 2017-2018 (test) | SimVP+SVQ | Temperature MSE1.018 | 11 | 1mo ago | |
| PEMS08 (USA) | ST-Sheaf | MAE15.32 | 10 | 4d ago | |
| PEMS04 USA | STDN | MAE19.15 | 10 | 4d ago | |
| WeatherBench-M 2017-2018 (test) | SimVP+SVQ | Temperature MSE4.427 | 10 | 1mo ago | |
| PEMS04 N=307, C=3 (test) | Double-Diffusion | MAE7.22 | 9 | 17d ago | |
| PEMS08 N=170, C=3 (test) | Double-Diffusion | MAE5.64 | 9 | 17d ago | |
| Athens N=64, C=4 (test) | CSDI | MAE7.47 | 9 | 17d ago |
