Spatio-temporal traffic forecasting on UrbanEV
6.75RMSEST-Prune
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ST-PruneBackbone=GWNet, Strategy=Dynamic, Remaining Ratio %=50%2026.02 | 6.75 | — | |
| ST-PruneBackbone=GWNet, Strategy=Dynamic, Remaining Ratio %=70%2026.02 | 6.75 | — | |
| ST-PruneBackbone=GWNet, Strategy=Dynamic, Remaining Ratio %=30%2026.02 | 6.89 | — | |
| ST-PruneBackbone=GWNet, Strategy=Dynamic, Remaining Ratio %=10%2026.02 | 6.91 | — | |
| InfoBatchBackbone=GWNet, Strategy=Dynamic, Remaining Ratio %=70%2026.02 | 6.95 | — | |
| InfoBatchBackbone=GWNet, Strategy=Dynamic, Remaining Ratio %=50%2026.02 | 7.02 | — | |
| Least ConfidenceBackbone=GWNet, Strategy=Static, Remaining Ratio %=70%2026.02 | 7.07 | — | |
| MarginBackbone=GWNet, Strategy=Static, Remaining Ratio %=70%2026.02 | 7.1 | — | |
| HerdingBackbone=GWNet, Strategy=Static, Remaining Ratio %=70%2026.02 | 7.14 | — | |
| GraphCutBackbone=GWNet, Strategy=Static, Remaining Ratio %=70%2026.02 | 7.15 | — | |
| Soft RandomBackbone=GWNet, Strategy=Dynamic, Remaining Ratio %=50%2026.02 | 7.19 | — | |
| CalBackbone=GWNet, Strategy=Static, Remaining Ratio %=70%2026.02 | 7.2 | — | |
| K-MeansBackbone=GWNet, Strategy=Static, Remaining Ratio %=70%2026.02 | 7.21 | — | |
| ForgettingBackbone=GWNet, Strategy=Static, Remaining Ratio %=70%2026.02 | 7.21 | — | |
| Hard RandomBackbone=GWNet, Strategy=Static, Remaining Ratio %=70%2026.02 | 7.24 | — | |
| Soft RandomBackbone=GWNet, Strategy=Dynamic, Remaining Ratio %=70%2026.02 | 7.24 | — | |
| FaLoBackbone=GWNet, Strategy=Static, Remaining Ratio %=70%2026.02 | 7.26 | — | |
| CDBackbone=GWNet, Strategy=Static, Remaining Ratio %=70%2026.02 | 7.28 | — | |
| EntropyBackbone=GWNet, Strategy=Static, Remaining Ratio %=70%2026.02 | 7.28 | — | |
| UCBBackbone=GWNet, Strategy=Dynamic, Remaining Ratio %=70%2026.02 | 7.3 | — | |
| GraNdBackbone=GWNet, Strategy=Static, Remaining Ratio %=70%2026.02 | 7.31 | — | |
| epsilon-greedyBackbone=GWNet, Strategy=Dynamic, Remaining Ratio %=70%2026.02 | 7.33 | — | |
| GlisterBackbone=GWNet, Strategy=Static, Remaining Ratio %=70%2026.02 | 7.34 | — | |
| Hard RandomBackbone=GWNet, Strategy=Static, Remaining Ratio %=50%2026.02 | 7.35 | — | |
| Least ConfidenceBackbone=GWNet, Strategy=Static, Remaining Ratio %=50%2026.02 | 7.36 | — | |
| CalBackbone=GWNet, Strategy=Static, Remaining Ratio %=50%2026.02 | 7.36 | — | |
| CDBackbone=GWNet, Strategy=Static, Remaining Ratio %=50%2026.02 | 7.37 | — | |
| EntropyBackbone=GWNet, Strategy=Static, Remaining Ratio %=50%2026.02 | 7.37 | — | |
| K-MeansBackbone=GWNet, Strategy=Static, Remaining Ratio %=50%2026.02 | 7.38 | — | |
| ForgettingBackbone=GWNet, Strategy=Static, Remaining Ratio %=50%2026.02 | 7.38 | — | |
| GraNdBackbone=GWNet, Strategy=Static, Remaining Ratio %=50%2026.02 | 7.42 | — | |
| GraphCutBackbone=GWNet, Strategy=Static, Remaining Ratio %=50%2026.02 | 7.44 | — | |
| Soft RandomBackbone=GWNet, Strategy=Dynamic, Remaining Ratio %=30%2026.02 | 7.45 | — | |
| FaLoBackbone=GWNet, Strategy=Static, Remaining Ratio %=50%2026.02 | 7.46 | — | |
| UCBBackbone=GWNet, Strategy=Dynamic, Remaining Ratio %=30%2026.02 | 7.46 | — | |
| InfoBatchBackbone=GWNet, Strategy=Dynamic, Remaining Ratio %=30%2026.02 | 7.46 | — | |
| epsilon-greedyBackbone=GWNet, Strategy=Dynamic, Remaining Ratio %=30%2026.02 | 7.47 | — | |
| UCBBackbone=GWNet, Strategy=Dynamic, Remaining Ratio %=50%2026.02 | 7.47 | — | |
| epsilon-greedyBackbone=GWNet, Strategy=Dynamic, Remaining Ratio %=50%2026.02 | 7.51 | — | |
| HerdingBackbone=GWNet, Strategy=Static, Remaining Ratio %=50%2026.02 | 7.52 | — | |
| InfoBatchBackbone=GWNet, Strategy=Dynamic, Remaining Ratio %=10%2026.02 | 7.54 | — | |
| MarginBackbone=GWNet, Strategy=Static, Remaining Ratio %=50%2026.02 | 7.56 | — | |
| HerdingBackbone=GWNet, Strategy=Static, Remaining Ratio %=30%2026.02 | 7.6 | — | |
| GlisterBackbone=GWNet, Strategy=Static, Remaining Ratio %=50%2026.02 | 7.6 | — | |
| FaLoBackbone=GWNet, Strategy=Static, Remaining Ratio %=30%2026.02 | 7.63 | — | |
| GraphCutBackbone=GWNet, Strategy=Static, Remaining Ratio %=30%2026.02 | 7.67 | — | |
| EntropyBackbone=GWNet, Strategy=Static, Remaining Ratio %=30%2026.02 | 7.68 | — | |
| CDBackbone=GWNet, Strategy=Static, Remaining Ratio %=30%2026.02 | 7.69 | — | |
| Hard RandomBackbone=GWNet, Strategy=Static, Remaining Ratio %=30%2026.02 | 7.73 | — | |
| ForgettingBackbone=GWNet, Strategy=Static, Remaining Ratio %=30%2026.02 | 7.74 | — | |
| CalBackbone=GWNet, Strategy=Static, Remaining Ratio %=30%2026.02 | 7.74 | — | |
| GraNdBackbone=GWNet, Strategy=Static, Remaining Ratio %=30%2026.02 | 7.76 | — | |
| K-MeansBackbone=GWNet, Strategy=Static, Remaining Ratio %=30%2026.02 | 7.78 | — | |
| MarginBackbone=GWNet, Strategy=Static, Remaining Ratio %=30%2026.02 | 7.83 | — | |
| GlisterBackbone=GWNet, Strategy=Static, Remaining Ratio %=30%2026.02 | 8.06 | — | |
| UCBBackbone=GWNet, Strategy=Dynamic, Remaining Ratio %=10%2026.02 | 8.15 | — | |
| epsilon-greedyBackbone=GWNet, Strategy=Dynamic, Remaining Ratio %=10%2026.02 | 8.18 | — | |
| MarginBackbone=GWNet, Strategy=Static, Remaining Ratio %=10%2026.02 | 8.2 | — | |
| ForgettingBackbone=GWNet, Strategy=Static, Remaining Ratio %=10%2026.02 | 8.22 | — | |
| GraNdBackbone=GWNet, Strategy=Static, Remaining Ratio %=10%2026.02 | 8.23 | — | |
| GlisterBackbone=GWNet, Strategy=Static, Remaining Ratio %=10%2026.02 | 8.23 | — | |
| Hard RandomBackbone=GWNet, Strategy=Static, Remaining Ratio %=10%2026.02 | 8.24 | — | |
| Least ConfidenceBackbone=GWNet, Strategy=Static, Remaining Ratio %=10%2026.02 | 8.29 | — | |
| CalBackbone=GWNet, Strategy=Static, Remaining Ratio %=10%2026.02 | 8.29 | — | |
| Soft RandomBackbone=GWNet, Strategy=Dynamic, Remaining Ratio %=10%2026.02 | 8.29 | — | |
| EntropyBackbone=GWNet, Strategy=Static, Remaining Ratio %=10%2026.02 | 8.39 | — | |
| FaLoBackbone=GWNet, Strategy=Static, Remaining Ratio %=10%2026.02 | 8.4 | — | |
| K-MeansBackbone=GWNet, Strategy=Static, Remaining Ratio %=10%2026.02 | 8.41 | — | |
| CDBackbone=GWNet, Strategy=Static, Remaining Ratio %=10%2026.02 | 8.42 | — | |
| GraphCutBackbone=GWNet, Strategy=Static, Remaining Ratio %=10%2026.02 | 8.47 | — | |
| HerdingBackbone=GWNet, Strategy=Static, Remaining Ratio %=10%2026.02 | 8.6 | — | |
| Least ConfidenceBackbone=GWNet, Strategy=Static, Remaining Ratio %=30%2026.02 | 8.65 | — | |
| NEST2026.05 | 10.26 | 4.37 | |
| MAGE2026.05 | 11 | 4.95 | |
| PatchSTG2026.05 | 11.53 | 5.16 |