Duration-Based Fine-Grained Prediction on PeMS07
30.24MAESTRPatt
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| STRPattTh=18, Tp=182026.06 | 30.24 | 40.9 | 16.3 | |
| STRPattDh=6h, Dp=6h2026.06 | 32.87 | 48.63 | 19.99 | |
| STRPavgTh=18, Tp=182026.06 | 39.3 | 58.28 | 18.46 | |
| STIDTh=18, Tp=182026.06 | 41.37 | 65.75 | 20.01 | |
| TimeMixerTh=18, Tp=182026.06 | 42.16 | 66.27 | 20.3 | |
| STRPavgDh=6h, Dp=6h2026.06 | 42.77 | 60.64 | 23.47 | |
| AGCRNTh=18, Tp=182026.06 | 43.63 | 69.29 | 21.12 | |
| MegaCRNTh=18, Tp=182026.06 | 45.51 | 66.85 | 22.05 | |
| STGODETh=18, Tp=182026.06 | 47.12 | 74.06 | 23.97 | |
| STAEf.Th=18, Tp=182026.06 | 47.86 | 68.38 | 23.35 | |
| MTGNNTh=18, Tp=182026.06 | 48.58 | 69.05 | 23.49 | |
| TrafformerTh=18, Tp=182026.06 | 49.02 | 78.31 | 25.46 | |
| STIDDh=6h, Dp=6h2026.06 | 49.7 | 75.72 | 29.13 | |
| STSGCNTh=18, Tp=182026.06 | 49.72 | 77 | 24.04 | |
| TimeMixerDh=6h, Dp=6h2026.06 | 50.64 | 76.32 | 29.55 | |
| DCRNNTh=18, Tp=182026.06 | 51.85 | 76.11 | 27.45 | |
| STGCNTh=18, Tp=182026.06 | 52.01 | 76.51 | 26.09 | |
| AGCRNDh=6h, Dp=6h2026.06 | 52.41 | 79.79 | 30.75 | |
| MegaCRNDh=6h, Dp=6h2026.06 | 54.67 | 76.83 | 32.1 | |
| GWNetTh=18, Tp=182026.06 | 55.03 | 84.4 | 28.54 | |
| STGODEDh=6h, Dp=6h2026.06 | 56.6 | 85.29 | 34.89 | |
| STAEf.Dh=6h, Dp=6h2026.06 | 57.49 | 78.74 | 33.99 | |
| ASTGCNTh=18, Tp=182026.06 | 57.49 | 83.99 | 32.77 | |
| MTGNNDh=6h, Dp=6h2026.06 | 58.36 | 79.51 | 34.19 | |
| Traff.Dh=6h, Dp=6h2026.06 | 58.89 | 81.25 | 35.89 | |
| STSGCNDh=6h, Dp=6h2026.06 | 59.73 | 88.68 | 35 | |
| DCRNNDh=6h, Dp=6h2026.06 | 62.29 | 87.66 | 39.97 | |
| STGCNDh=6h, Dp=6h2026.06 | 62.48 | 88.11 | 37.98 | |
| GWNetDh=6h, Dp=6h2026.06 | 66.1 | 97.2 | 41.54 | |
| ASTGCNDh=6h, Dp=6h2026.06 | 69.06 | 96.72 | 47.71 |