Traffic Forecasting on Tokyo JARTIC 2021 (test)
5.77MAEConFormer
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ConFormerParam=684K, Horizon=10 min2025.12 | 5.77 | 9.08 | 19.69 | |
| D^2STGNNParam=426K, Horizon=10 min2025.12 | 5.85 | 9.35 | 24.52 | |
| DGCRNParam=333K, Horizon=10 min2025.12 | 5.86 | 9.36 | 24.8 | |
| STAEFormerParam=1.7M, Horizon=10 min2025.12 | 5.89 | 9.37 | 25.1 | |
| DSTAGNNParam=17.8M, Horizon=10 min2025.12 | 5.9 | 9.39 | 24.53 | |
| GWNETParam=333K, Horizon=10 min2025.12 | 5.91 | 9.4 | 25.22 | |
| AGCRNParam=771K, Horizon=10 min2025.12 | 5.99 | 9.48 | 25.71 | |
| STGODEParam=769K, Horizon=10 min2025.12 | 6.08 | 9.57 | 26.51 | |
| STIDParam=576K, Horizon=10 min2025.12 | 6.08 | 9.56 | 25.87 | |
| STGCNParam=1.1M, Horizon=10 min2025.12 | 6.09 | 9.7 | 24.84 | |
| ConFormerParam=684K, Horizon=Average2025.12 | 6.37 | 10.22 | 23.13 | |
| ConFormerParam=684K, Horizon=30 min2025.12 | 6.4 | 10.23 | 23.16 | |
| DGCRNParam=333K, Horizon=30 min2025.12 | 6.49 | 10.54 | 29.23 | |
| DGCRNParam=333K, Horizon=Average2025.12 | 6.49 | 10.34 | 29.47 | |
| D^2STGNNParam=426K, Horizon=30 min2025.12 | 6.49 | 10.45 | 28.98 | |
| STAEFormerParam=1.7M, Horizon=30 min2025.12 | 6.52 | 10.52 | 29 | |
| D^2STGNNParam=426K, Horizon=Average2025.12 | 6.54 | 10.37 | 29.44 | |
| GWNETParam=333K, Horizon=Average2025.12 | 6.56 | 10.4 | 29.9 | |
| STAEFormerParam=1.7M, Horizon=Average2025.12 | 6.56 | 10.39 | 29.84 | |
| GWNETParam=333K, Horizon=30 min2025.12 | 6.59 | 10.64 | 29.78 | |
| STIDParam=576K, Horizon=Average2025.12 | 6.6 | 10.51 | 29.81 | |
| AGCRNParam=771K, Horizon=30 min2025.12 | 6.64 | 10.73 | 29.81 | |
| AGCRNParam=771K, Horizon=Average2025.12 | 6.64 | 10.53 | 29.88 | |
| DSTAGNNParam=17.8M, Horizon=Average2025.12 | 6.67 | 10.64 | 29.34 | |
| DSTAGNNParam=17.8M, Horizon=30 min2025.12 | 6.68 | 10.87 | 29.93 | |
| ConFormerParam=684K, Horizon=60 min2025.12 | 6.73 | 10.87 | 25.28 | |
| STGODEParam=769K, Horizon=30 min2025.12 | 6.74 | 10.75 | 30.29 | |
| STGODEParam=769K, Horizon=Average2025.12 | 6.79 | 10.64 | 30.87 | |
| DGCRNParam=333K, Horizon=60 min2025.12 | 6.81 | 11.11 | 31.39 | |
| D^2STGNNParam=426K, Horizon=60 min2025.12 | 6.83 | 11.12 | 31.12 | |
| STIDParam=576K, Horizon=30 min2025.12 | 6.85 | 10.9 | 31.25 | |
| STAEFormerParam=1.7M, Horizon=60 min2025.12 | 6.87 | 11.24 | 31.22 | |
| GWNETParam=333K, Horizon=60 min2025.12 | 6.89 | 11.17 | 31.71 | |
| STGCNParam=1.1M, Horizon=30 min2025.12 | 6.91 | 11.09 | 30.24 | |
| AGCRNParam=771K, Horizon=60 min2025.12 | 6.99 | 11.39 | 32.13 | |
| LSTMParam=98K, Horizon=10 min2025.12 | 7 | 11.1 | 31.95 | |
| DSTAGNNParam=17.8M, Horizon=60 min2025.12 | 7.11 | 11.66 | 32.56 | |
| STGODEParam=769K, Horizon=60 min2025.12 | 7.15 | 11.48 | 32.91 | |
| STGCNParam=1.1M, Horizon=Average2025.12 | 7.24 | 11.2 | 29.99 | |
| STIDParam=576K, Horizon=60 min2025.12 | 7.46 | 11.32 | 32.31 | |
| LSTMParam=98K, Horizon=Average2025.12 | 7.68 | 12.24 | 35.88 | |
| LSTMParam=98K, Horizon=30 min2025.12 | 7.74 | 12.4 | 36.45 | |
| STGCNParam=1.1M, Horizon=60 min2025.12 | 8.41 | 12.8 | 32.9 | |
| LSTMParam=98K, Horizon=60 min2025.12 | 8.65 | 13.81 | 41.81 |