Duration-Based Fine-Grained Prediction on PeMS04
16.51MAESTRPatt
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| STRPattTh=18, Tp=182026.06 | 16.51 | 24.35 | 18.86 | |
| STRPavgTh=18, Tp=182026.06 | 18.95 | 27.88 | 22.29 | |
| STRPattDh=6h, Dp=6h2026.06 | 27.96 | 40.67 | 44.3 | |
| STRPavgDh=6h, Dp=6h2026.06 | 35.48 | 51.07 | 55.14 | |
| STIDTh=18, Tp=182026.06 | 35.57 | 53.86 | 28.53 | |
| TimeMixerTh=18, Tp=182026.06 | 36.2 | 53.62 | 29.06 | |
| AGCRNTh=18, Tp=182026.06 | 37.37 | 55.95 | 30.08 | |
| STGODETh=18, Tp=182026.06 | 39.27 | 56.92 | 31.94 | |
| STSGCNTh=18, Tp=182026.06 | 39.93 | 58.41 | 32.24 | |
| MegaCRNTh=18, Tp=182026.06 | 40.26 | 56.66 | 31.15 | |
| STAEf.Th=18, Tp=182026.06 | 40.89 | 57.7 | 31.75 | |
| MTGNNTh=18, Tp=182026.06 | 41.52 | 58.11 | 32.32 | |
| STGCNTh=18, Tp=182026.06 | 42.78 | 61.65 | 33.84 | |
| TrafformerTh=18, Tp=182026.06 | 43.07 | 60.8 | 38.16 | |
| ASTGCNTh=18, Tp=182026.06 | 43.21 | 61.08 | 38.41 | |
| DCRNNTh=18, Tp=182026.06 | 46.54 | 66.11 | 39.71 | |
| GWNetTh=18, Tp=182026.06 | 47.96 | 68.85 | 40.1 | |
| STIDDh=6h, Dp=6h2026.06 | 62.16 | 91.13 | 77.27 | |
| TimeMixerDh=6h, Dp=6h2026.06 | 63.27 | 90.74 | 78.71 | |
| AGCRNDh=6h, Dp=6h2026.06 | 65.31 | 94.67 | 81.48 | |
| STGODEDh=6h, Dp=6h2026.06 | 68.64 | 96.32 | 86.5 | |
| STSGCNDh=6h, Dp=6h2026.06 | 69.79 | 98.84 | 87.32 | |
| MegaCRNDh=6h, Dp=6h2026.06 | 70.37 | 95.87 | 84.39 | |
| STAEf.Dh=6h, Dp=6h2026.06 | 71.48 | 97.64 | 85.99 | |
| MTGNNDh=6h, Dp=6h2026.06 | 72.57 | 98.34 | 87.55 | |
| Traff.Dh=6h, Dp=6h2026.06 | 73.52 | 99.04 | 96.06 | |
| STGCNDh=6h, Dp=6h2026.06 | 74.77 | 104.33 | 91.66 | |
| ASTGCNDh=6h, Dp=6h2026.06 | 75.53 | 103.36 | 104.03 | |
| DCRNNDh=6h, Dp=6h2026.06 | 81.35 | 111.87 | 107.55 | |
| GWNetDh=6h, Dp=6h2026.06 | 83.83 | 116.51 | 108.62 |