NYC Taxi
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Spatio-temporal forecasting | NYC Taxi (test) | MAE4.9 | 41 | |
| Event sequence modeling | NYC Taxi | Accuracy92.2 | 13 | |
| Traffic Demand Prediction | NYC-Taxi 15 | RMSE14.636 | 13 | |
| Traffic Demand Prediction | NYC-Taxi 16 | RMSE8.4659 | 13 | |
| Origin-Destination Flow Prediction | NYC Taxi hourly (test) | MAE1.685 | 10 | |
| Conformal Prediction | NYC Taxi (20 random splits) | Coverage (%)90.2 | 8 | |
| Regression | NYC Taxi Green Dec 2016 | nRMSE0.5834 | 8 | |
| Regression | NYC Taxi | Competition Score11.46 | 7 | |
| Anomaly Detection | NYC taxi single Stationary | AUC73.2 | 6 | |
| OD flow prediction | NYC Taxi (test) | MAE1.103 | 5 | |
| Traffic analysis (Conditional SPD matrix generation) | NYC taxi dataset SPD(10) | Mean Frobenius Distance5.21 | 2 |
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