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ResearchFormerly WizWand

Traffic Forecasting on PEMS03 60 minutes (test)

25.09RMSEPatchSTG
24.559228.142131.72535.3079May 19, 2025
Updated 5mo ago

Evaluation results

MethodLinks
PatchSTGNumber of Parameters=2,283K, variant=ablated2025.0525.0915.7617.02
PatchSTGCategory=Transformers, Params #=2,283K2025.0525.0915.7617.02
SimpleTMNumber of Parameters=540K2025.0525.5615.9715.49
SimpleTMCategory=MLP-based models, Params #=540K2025.0525.5615.9715.49
Mixed Graph Algorithm UnrollingNumber of Parameters=38K2025.0526.9616.5818.07
Mixed Graph Algorithm Unrolling (Ours)Category=Mixed-graph unrolling, Params #=38K2025.0526.9616.5818.07
PDFormerNumber of Parameters=531K2025.0527.1617.2621.21
PDFormerCategory=Transformers, Params #=531K2025.0527.1617.2621.21
GMANNumber of Parameters=210K2025.0527.5717.4824.33
GMANCategory=GATs, Params #=210K2025.0527.5717.4824.33
GraphWaveNetNumber of Parameters=277K2025.0528.1518.1117.56
Graph WaveNetCategory=Adaptive-graph models, Params #=277K2025.0528.1518.1117.56
ST-WaveNumber of Parameters=883K2025.0528.6516.8119.24
ST-WaveCategory=GATs, Params #=883K2025.0528.6516.8119.24
AGCRNNumber of Parameters=749K2025.0529.916.7615.32
AGCRNCategory=Adaptive-graph models, Params #=749K2025.0529.916.7615.32
VAR2025.0530.5418.3119.61
VARCategory=Model-based, Params #=-2025.0530.5418.3119.61
STSGCNNumber of Parameters=3,496K2025.0530.6219.3519.15
STSGCNCategory=GNNs, Params #=3,496K2025.0530.6219.3519.15
STIDNumber of Parameters=123K2025.0531.8820.8224.89
STIDCategory=MLP-based models, Params #=123K2025.0531.8820.8224.89
STGCNNumber of Parameters=321K, prediction_mode=recursive2025.0537.3124.2923
STGCNCategory=GNNs, Params #=321K2025.0537.3124.2923
STAEformerNumber of Parameters=1,404K2025.0538.3623.6829.21
STAEformerCategory=Transformers, Params #=1,404K2025.0538.3623.6829.21