Chicago
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Risk Prediction | Chicago (test) | MAE1.1172 | 11 | |
| Taxi Drop Prediction | Chicago (test) | MAE2.0034 | 11 | |
| Taxi Pick Prediction | Chicago (test) | MAE2.2996 | 11 | |
| Next Location Prediction | Chicago | HR@133.4 | 8 | |
| Traffic dynamics regression | Chicago | RMSE0.045 | 7 | |
| Urban Planning | Chicago | Service Score0.8625 | 7 | |
| LVEF estimation | Chicago (cross-site generalization) | MAE5.44 | 5 | |
| RVSP estimation | Chicago | MAE4.91 | 5 | |
| Spatial Ranking | Chicago (test) | Training Time (s/epoch)47.7 | 4 | |
| Urban Delivery Optimization | Chicago 9,234 deliveries | Total Completed Deliveries9,080 | 3 | |
| Urban Delivery Optimization | Chicago | Completed Deliveries Count9,234 | 3 | |
| Risk Forecasting | Chicago | MAE1.1186 | 2 | |
| Taxi Drop Forecasting | Chicago | MAE2.0134 | 2 | |
| Taxi Pick Forecasting | Chicago | MAE2.3551 | 2 |
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