Taxi
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Event Prediction | TAXI | RMSEΔt0.236 | 40 | |
| Goal-oriented Dialogue | Taxi | Success Rate85.53 | 32 | |
| Vulnerable Agent Identification | Taxi environment | Runtime (hours)0.5341 | 24 | |
| Event Forecasting | Taxi | RMSE0.32 | 23 | |
| Event Prediction | TAXI (test) | OTD8.324 | 22 | |
| Multi-horizon forecasting | Taxi | Inter-event Time RMSE0.285 | 15 | |
| Taxi Domain | Taxi Standard | Accuracy83.98 | 14 | |
| Probabilistic Forecasting | taxi | CRPS0.119 | 13 | |
| Conditional Coverage for Partially Revealed Outputs | Taxi | ERT (%)2.09 | 11 | |
| Event count prediction | Taxi (test) | MARE28 | 11 | |
| Unconditional generation of event sequences | Taxi (test) | MMD (1e-2)3.1 | 11 | |
| Regression | Taxi (test) | NLL3.112 | 11 | |
| Regression | Taxi | NLL3.112 | 11 | |
| Conformal Prediction | Taxi | Volume0.003 | 11 | |
| Probabilistic forecasting | taxi (test) | MSE0.16 | 11 | |
| Time-series Forecasting | Taxi | NRMSE Sum0.1516 | 10 | |
| Marked Temporal Point Process Prediction | Taxi (test) | RMSE0.323 | 10 | |
| Point Process Intensity Estimation | Taxi | Ltest Score7,246 | 10 | |
| Density estimation | Taxi (test) | MMD0.04 | 10 | |
| Next-event prediction | Taxi | Time RMSE0.298 | 9 | |
| Conformal Prediction | Taxi (test) | Coverage91 | 8 | |
| Multi-output Conformal Prediction | Taxi | ERT (%)7.95 | 8 | |
| Conformal Prediction | Taxi | ERT0.4 | 8 | |
| Forecasting Temporal Point Processes | Taxi (test) | Sequence distance (l2)1.8 | 8 | |
| Multivariate Regression | Taxi | Coverage98.9 | 8 |
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