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ResearchFormerly WizWand

Spatio-temporal forecasting on PEMS-BAY (20% test)

1.28MAEGWavenet + RRN
1.2341.54451.8552.1655Apr 17, 2026
Updated 6mo ago

Evaluation results

MethodLinks
GWavenet + RRNHorizon=3, Backbone=Graph WaveNet, RRN Integration=true2026.041.282.77
Auto-DSTSGN + RRNHorizon=3, Backbone=Auto-DSTSGN, RRN Integration=true2026.041.322.8
GWavenetHorizon=3, Backbone=Graph WaveNet, RRN Integration=false2026.041.332.78
GMAN + RRNHorizon=3, Backbone=GMAN, RRN Integration=true2026.041.342.82
STPGNN + RRNHorizon=3, Backbone=STPGNN, RRN Integration=true2026.041.342.84
Auto-DSTSGNHorizon=3, Backbone=Auto-DSTSGN, RRN Integration=false2026.041.362.83
GMANHorizon=3, Backbone=GMAN, RRN Integration=false2026.041.372.93
DCRNN + RRNHorizon=3, Backbone=DCRNN, RRN Integration=true2026.041.392.91
STPGNNHorizon=3, Backbone=STPGNN, RRN Integration=false2026.041.392.93
DCRNNHorizon=3, Backbone=DCRNN, RRN Integration=false2026.041.422.99
GWavenet + RRNHorizon=6, Backbone=Graph WaveNet, RRN Integration=true2026.041.633.71
GWavenetHorizon=6, Backbone=Graph WaveNet, RRN Integration=false2026.041.673.73
Auto-DSTSGN + RRNHorizon=6, Backbone=Auto-DSTSGN, RRN Integration=true2026.041.673.71
GMAN + RRNHorizon=6, Backbone=GMAN, RRN Integration=true2026.041.673.67
STPGNN + RRNHorizon=6, Backbone=STPGNN, RRN Integration=true2026.041.683.79
GMANHorizon=6, Backbone=GMAN, RRN Integration=false2026.041.713.82
Auto-DSTSGNHorizon=6, Backbone=Auto-DSTSGN, RRN Integration=false2026.041.723.76
STPGNNHorizon=6, Backbone=STPGNN, RRN Integration=false2026.041.773.93
DCRNN + RRNHorizon=6, Backbone=DCRNN, RRN Integration=true2026.041.814.03
DCRNNHorizon=6, Backbone=DCRNN, RRN Integration=false2026.041.874.19
GMAN + RRNHorizon=12, Backbone=GMAN, RRN Integration=true2026.041.974.48
Auto-DSTSGN + RRNHorizon=12, Backbone=Auto-DSTSGN, RRN Integration=true2026.041.994.46
GWavenetHorizon=12, Backbone=Graph WaveNet, RRN Integration=false2026.042.014.59
GWavenet + RRNHorizon=12, Backbone=Graph WaveNet, RRN Integration=true2026.042.014.52
GMANHorizon=12, Backbone=GMAN, RRN Integration=false2026.042.014.55
STPGNN + RRNHorizon=12, Backbone=STPGNN, RRN Integration=true2026.042.014.59
Auto-DSTSGNHorizon=12, Backbone=Auto-DSTSGN, RRN Integration=false2026.042.044.48
STPGNNHorizon=12, Backbone=STPGNN, RRN Integration=false2026.042.154.81
DCRNN + RRNHorizon=12, Backbone=DCRNN, RRN Integration=true2026.042.335.21
DCRNNHorizon=12, Backbone=DCRNN, RRN Integration=false2026.042.435.54