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Short-term traffic forecasting on PeMS08 short-term traffic (test)

0.135MSETPS
0.13360.143050.15250.16195Apr 10, 2026

Evaluation results

MethodLinks
TPSBackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.040.1350.24
UpsampleBackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.040.1410.248
FreqPoolBackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.040.1430.252
Wave-Mask/MixBackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.040.1490.258
STAugBackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.040.150.251
Dominant ShuffleBackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.040.1560.256
NoneBackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.040.1590.259
RobustTAD-m/pBackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.040.1590.259
FreqAddBackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.040.1610.268
Freq-Mask/MixBackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.040.1670.266
MBBBackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.040.1690.26
wDBABackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.040.170.262