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Duration-Based Fine-Grained Prediction on PeMS-Bay

2.8MAESTRPatt
2.63843.72924.825.9108Jun 8, 2026

Evaluation results

MethodLinks
STRPattTh=18, Tp=182026.062.85.476.02
STRPattDh=6h, Dp=6h2026.063.086.188.81
STRPavgTh=18, Tp=182026.063.346.538.02
STRPavgDh=6h, Dp=6h2026.064.167.9610.19
TimeMixerTh=18, Tp=182026.065.179.1614.27
TimeMixerDh=6h, Dp=6h2026.065.189.1814.32
STGODETh=18, Tp=182026.065.69.7215.69
STGODEDh=6h, Dp=6h2026.065.629.7415.74
MegaCRNTh=18, Tp=182026.065.759.6815.3
MegaCRNDh=6h, Dp=6h2026.065.769.715.35
GWNetTh=18, Tp=182026.065.849.7515.65
STAEf.Th=18, Tp=182026.065.849.8615.59
GWNetDh=6h, Dp=6h2026.065.859.7715.7
STAEf.Dh=6h, Dp=6h2026.065.859.8815.65
MTGNNTh=18, Tp=182026.065.939.9315.88
TrafformerTh=18, Tp=182026.065.939.9116.15
MTGNNDh=6h, Dp=6h2026.065.949.9515.93
Traff.Dh=6h, Dp=6h2026.065.949.8916.21
STIDTh=18, Tp=182026.065.9510.0316.24
STIDDh=6h, Dp=6h2026.065.9710.0516.3
STGCNTh=18, Tp=182026.066.1110.5316.62
AGCRNTh=18, Tp=182026.066.1110.2516.79
STGCNDh=6h, Dp=6h2026.066.1210.5516.68
AGCRNDh=6h, Dp=6h2026.066.1210.2716.85
DCRNNTh=18, Tp=182026.066.1910.516.62
DCRNNDh=6h, Dp=6h2026.066.2110.5216.68
STSGCNTh=18, Tp=182026.066.4610.7117.42
STSGCNDh=6h, Dp=6h2026.066.4810.7317.48
ASTGCNTh=18, Tp=182026.066.8211.1418.45
ASTGCNDh=6h, Dp=6h2026.066.8411.1618.52