Duration-Based Fine-Grained Prediction on PeMS03
12.28MAESTRPatt
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| STRPattTh=18, Tp=182026.06 | 12.28 | 18.53 | 26.37 | |
| STRPavgTh=18, Tp=182026.06 | 13.1 | 20.21 | 26.61 | |
| STRPattDh=6h, Dp=6h2026.06 | 21.3 | 32.41 | 42.2 | |
| STRPavgDh=6h, Dp=6h2026.06 | 27.71 | 40.42 | 61.61 | |
| TimeMixerTh=18, Tp=182026.06 | 28.86 | 41.61 | 32.37 | |
| MegaCRNTh=18, Tp=182026.06 | 30.19 | 46.33 | 32.47 | |
| AGCRNTh=18, Tp=182026.06 | 31.68 | 50.92 | 35.29 | |
| STAEf.Th=18, Tp=182026.06 | 31.74 | 48.11 | 34.17 | |
| STIDTh=18, Tp=182026.06 | 31.87 | 52.36 | 36.42 | |
| MTGNNTh=18, Tp=182026.06 | 32.22 | 48.58 | 34.37 | |
| STGODETh=18, Tp=182026.06 | 32.55 | 49.76 | 37.16 | |
| STSGCNTh=18, Tp=182026.06 | 34.48 | 52.21 | 37.36 | |
| STGCNTh=18, Tp=182026.06 | 34.5 | 53.84 | 38.18 | |
| TrafformerTh=18, Tp=182026.06 | 34.5 | 53.82 | 39.23 | |
| ASTGCNTh=18, Tp=182026.06 | 34.89 | 29.66 | 43.19 | |
| DCRNNTh=18, Tp=182026.06 | 35.86 | 54.18 | 42.1 | |
| GWNetTh=18, Tp=182026.06 | 39.15 | 58.88 | 42.99 | |
| TimeMixerDh=6h, Dp=6h2026.06 | 79.13 | 102.42 | 156.42 | |
| MegaCRNDh=6h, Dp=6h2026.06 | 82.78 | 114.05 | 155.93 | |
| AGCRNDh=6h, Dp=6h2026.06 | 86.87 | 125.35 | 170.52 | |
| STAEf.Dh=6h, Dp=6h2026.06 | 87.05 | 118.43 | 165.14 | |
| STIDDh=6h, Dp=6h2026.06 | 87.38 | 128.87 | 175.99 | |
| MTGNNDh=6h, Dp=6h2026.06 | 88.36 | 119.59 | 166.1 | |
| STGODEDh=6h, Dp=6h2026.06 | 89.25 | 122.49 | 179.55 | |
| Traff.Dh=6h, Dp=6h2026.06 | 93.35 | 124.48 | 175.59 | |
| STSGCNDh=6h, Dp=6h2026.06 | 94.55 | 128.51 | 180.52 | |
| STGCNDh=6h, Dp=6h2026.06 | 94.6 | 132.52 | 184.5 | |
| ASTGCNDh=6h, Dp=6h2026.06 | 95.68 | 129.66 | 208.71 | |
| DCRNNDh=6h, Dp=6h2026.06 | 98.33 | 133.35 | 203.44 | |
| GWNetDh=6h, Dp=6h2026.06 | 107.37 | 144.93 | 207.74 |