| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Path Ranking | Xi’an | Kendall's Tau0.7129 | 13 | |
| Similar Trajectory Retrieval | Xi’an (test) | Hit Rate @ 195.4 | 13 | |
| Road Label Prediction | Xi’an (test) | Macro F1 Score84.56 | 13 | |
| Travel Time Estimation | Xi’an | MAE2.1498 | 13 | |
| Destination Prediction | Xi’an | Top-1 Accuracy36.31 | 13 | |
| Trajectory Generation | Xi'an | Density9.28 | 11 | |
| CO2 Prediction | Xi'an (XA) | MAE127.66 | 8 | |
| Population Prediction | Xi'an (XA) | Mean Absolute Error (MAE)446.13 | 8 | |
| GDP Prediction | Xi'an (XA) | Mean Absolute Error156.94 | 8 | |
| Next GPS Prediction | Xi'an | MAE367.16 | 8 | |
| Trajectory recovery | Xi'an | MSE0.01 | 6 | |
| Trajectory Generation | Xi'an (test) | Hausdorff Distance0.2093 | 4 | |
| Transit Network Design | Xi'an | Maximum Efficiency62.7 | 4 |