Duration-Based Fine-Grained Prediction on PeMS08
13.66MAESTRPatt
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| STRPattTh=18, Tp=182026.06 | 13.66 | 20.34 | 19.34 | |
| STRPavgTh=18, Tp=182026.06 | 14.63 | 22.19 | 20.43 | |
| STRPattDh=6h, Dp=6h2026.06 | 23.38 | 35.46 | 31.5 | |
| STIDTh=18, Tp=182026.06 | 28.3 | 45.88 | 30.23 | |
| TimeMixerTh=18, Tp=182026.06 | 29.99 | 46.8 | 32.39 | |
| STRPavgDh=6h, Dp=6h2026.06 | 30.08 | 44.31 | 36.11 | |
| AGCRNTh=18, Tp=182026.06 | 31.42 | 48.65 | 33.8 | |
| STGODETh=18, Tp=182026.06 | 33.12 | 50.1 | 35.58 | |
| MegaCRNTh=18, Tp=182026.06 | 33.41 | 49.33 | 35.16 | |
| STSGCNTh=18, Tp=182026.06 | 33.75 | 51.7 | 36.71 | |
| STAEf.Th=18, Tp=182026.06 | 33.94 | 50.24 | 35.83 | |
| TrafformerTh=18, Tp=182026.06 | 34 | 52.55 | 37.85 | |
| MTGNNTh=18, Tp=182026.06 | 34.46 | 50.6 | 36.48 | |
| DCRNNTh=18, Tp=182026.06 | 35.19 | 53.59 | 38.36 | |
| STGCNTh=18, Tp=182026.06 | 35.5 | 53.69 | 38.19 | |
| ASTGCNTh=18, Tp=182026.06 | 36.67 | 54.32 | 43.82 | |
| GWNetTh=18, Tp=182026.06 | 37.69 | 59.9 | 42.48 | |
| STIDDh=6h, Dp=6h2026.06 | 55.46 | 81.35 | 54.35 | |
| TimeMixerDh=6h, Dp=6h2026.06 | 58.77 | 82.98 | 58.24 | |
| AGCRNDh=6h, Dp=6h2026.06 | 61.59 | 86.26 | 60.77 | |
| STGODEDh=6h, Dp=6h2026.06 | 64.91 | 88.83 | 63.96 | |
| MegaCRNDh=6h, Dp=6h2026.06 | 65.49 | 87.47 | 63.21 | |
| STSGCNDh=6h, Dp=6h2026.06 | 66.14 | 91.67 | 66.01 | |
| STAEf.Dh=6h, Dp=6h2026.06 | 66.52 | 89.08 | 64.41 | |
| Traff.Dh=6h, Dp=6h2026.06 | 67.51 | 91.35 | 66.84 | |
| MTGNNDh=6h, Dp=6h2026.06 | 67.53 | 89.72 | 65.58 | |
| DCRNNDh=6h, Dp=6h2026.06 | 68.96 | 95.19 | 68.96 | |
| STGCNDh=6h, Dp=6h2026.06 | 69.58 | 95.19 | 68.66 | |
| ASTGCNDh=6h, Dp=6h2026.06 | 71.86 | 96.32 | 78.77 | |
| GWNetDh=6h, Dp=6h2026.06 | 73.86 | 106.21 | 76.36 |