| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| PeMS08 (test) | DTRformer | MAE13.17 | 34 | 3mo ago | |
| PeMS07 (test) | DTRformer | MAE18.99 | 34 | 3mo ago | |
| PEMSD7 | PM-DMNet(R) | RMSE33.15 | 19 | 3mo ago | |
| CHBike | GNS | MAPE9.9 | 15 | 2mo ago | |
| TDrive | Cy2Mixer | MAPE13.56 | 15 | 2mo ago | |
| PeMS04 (test) | PDFormer | MAE18.321 | 15 | 3mo ago | |
| TaxiBJ | UniSTD | RMSE0.54 | 13 | 3mo ago | |
| PEMSD3 S | CoMemNet | MAE (15 min)11.48 | 12 | 26d ago | |
| SIP (test) | CMuST | MAE11.5811 | 11 | 3mo ago | |
| PEMSD8 (M) | CoMemNet | MAE (15 min)13.88 | 9 | 26d ago | |
| PEMSD4 L | CoMemNet | MAE (15 min)17.98 | 9 | 26d ago | |
| LargeST (Overall) | Domain-Adapted LLM | RMSE35.66 | 8 | 1mo ago | |
| LargeST 60 min horizon | Domain-Adapted LLM | RMSE44.76 | 8 | 1mo ago | |
| LargeST 45 min horizon | Domain-Adapted LLM | RMSE (45 min)37.89 | 8 | 1mo ago | |
| LargeST 30 min horizon | Domain-Adapted LLM | RMSE32.16 | 8 | 1mo ago | |
| LargeST 15 min horizon | Domain-Adapted LLM | RMSE24.76 | 8 | 1mo ago | |
| NYTaxi | PDFormer | Mean Absolute Error12.36 | 8 | 3mo ago | |
| NYCTaxi | Training Time68.036 | 5 | 3mo ago |
