Spatio-temporal forecasting on NYC Taxi (test)
4.9MAEMTGNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MTGNNpre-training=GPT-ST2023.11 | 4.9 | 8.55 | 34.97 | |
| STFGNNpre-training=GPT-ST2023.11 | 4.97 | 8.69 | 36.37 | |
| STSGCNpre-training=GPT-ST2023.11 | 5 | 8.77 | 36.28 | |
| STWApre-training=GPT-ST2023.11 | 5.06 | 8.82 | 36.63 | |
| GWN*pre-training=GPT-ST2023.11 | 5.07 | 8.82 | 34.97 | |
| CCRNNpre-training=GPT-ST2023.11 | 5.08 | 9.47 | 37.04 | |
| STGCNpre-training=GPT-ST2023.11 | 5.09 | 10.05 | 35.21 | |
| GWNpre-training=GPT-ST2023.11 | 5.12 | 8.89 | 37.49 | |
| MTGNNpre-training=none2023.11 | 5.15 | 9.19 | 36.02 | |
| STMGCNpre-training=GPT-ST2023.11 | 5.18 | 9 | 38.38 | |
| GWN*pre-training=none2023.11 | 5.18 | 9.08 | 35.75 | |
| STWApre-training=none2023.11 | 5.25 | 9.34 | 38.08 | |
| DMVSTNETpre-training=GPT-ST2023.11 | 5.27 | 9.18 | 40.56 | |
| MSDRpre-training=GPT-ST2023.11 | 5.27 | 9.33 | 38.9 | |
| GWN*pre-training=STEP2023.11 | 5.33 | 9.24 | 36.17 | |
| CCRNNpre-training=none2023.11 | 5.41 | 10.51 | 38.47 | |
| STGODEpre-training=GPT-ST2023.11 | 5.61 | 9.91 | 43.09 | |
| GWNpre-training=none2023.11 | 5.64 | 9.92 | 42.19 | |
| STGCNpre-training=none2023.11 | 5.68 | 11.55 | 38.1 | |
| MSDRpre-training=none2023.11 | 5.73 | 10.45 | 42.33 | |
| ASTGCNpre-training=GPT-ST2023.11 | 5.9 | 10.38 | 45.78 | |
| STFGNNpre-training=none2023.11 | 5.91 | 10.64 | 46.32 | |
| STSGCNpre-training=none2023.11 | 6.02 | 10.98 | 46.87 | |
| STMGCNpre-training=none2023.11 | 6.53 | 12.2 | 49.38 | |
| ASTGCNpre-training=none2023.11 | 6.54 | 11.81 | 52.17 | |
| STGODEpre-training=none2023.11 | 6.62 | 12.14 | 55.03 | |
| TGCNpre-training=GPT-ST2023.11 | 6.88 | 13.8 | 51.84 | |
| DMVSTNETpre-training=none2023.11 | 7.73 | 14.26 | 69.86 | |
| TGCNpre-training=none2023.11 | 9.73 | 19.39 | 83.5 | |
| ADCSDBackbone=PDFormer2024.01 | 14.595 | 25.46 | 14.912 | |
| TestBackbone=PDFormer2024.01 | 14.778 | 25.903 | 15.055 | |
| TTT-MAEBackbone=PDFormer2024.01 | 14.902 | 25.998 | 15.204 | |
| ADCSDBackbone=AGCRN2024.01 | 15.569 | 27.102 | 16.001 | |
| TestBackbone=AGCRN2024.01 | 15.754 | 27.383 | 16.211 | |
| TTT-MAEBackbone=AGCRN2024.01 | 18.052 | 30.755 | 18.929 | |
| TENTBackbone=PDFormer2024.01 | 21.265 | 35.357 | 24.858 | |
| ADCSDBackbone=ASTGCN2024.01 | 21.48 | 37.315 | 22.487 | |
| TestBackbone=ASTGCN2024.01 | 21.72 | 37.758 | 22.515 | |
| TTT-MAEBackbone=ASTGCN2024.01 | 22.242 | 38.061 | 24.024 | |
| TENTBackbone=ASTGCN2024.01 | 24.436 | 39.502 | 29.276 | |
| TENTBackbone=AGCRN2024.01 | 38.109 | 64.413 | 45.765 |