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ResearchFormerly WizWand

Spatio-temporal forecasting on SDWPF (20% test)

54.2MAEGWavenet + RRN
51.315670.785390.255109.7247Apr 17, 2026
Updated 6mo ago

Evaluation results

MethodLinks
GWavenet + RRNHorizon=3, Backbone=Graph WaveNet, RRN Integration=true2026.0454.2105.07
STPGNN + RRNHorizon=3, Backbone=STPGNN, RRN Integration=true2026.0455.18103.88
Auto-DSTSGN + RRNHorizon=3, Backbone=Auto-DSTSGN, RRN Integration=true2026.0455.26104.02
GMAN + RRNHorizon=3, Backbone=GMAN, RRN Integration=true2026.0456.18104.63
Auto-DSTSGNHorizon=3, Backbone=Auto-DSTSGN, RRN Integration=false2026.0456.62105.91
STPGNNHorizon=3, Backbone=STPGNN, RRN Integration=false2026.0457.03108.72
GMANHorizon=3, Backbone=GMAN, RRN Integration=false2026.0458.26104.58
GWavenetHorizon=3, Backbone=Graph WaveNet, RRN Integration=false2026.0458.72110.61
DCRNN + RRNHorizon=3, Backbone=DCRNN, RRN Integration=true2026.0460.85114.68
DCRNNHorizon=3, Backbone=DCRNN, RRN Integration=false2026.0464.06119.12
GWavenet + RRNHorizon=6, Backbone=Graph WaveNet, RRN Integration=true2026.0478.81144.83
Auto-DSTSGN + RRNHorizon=6, Backbone=Auto-DSTSGN, RRN Integration=true2026.0478.91144.81
GMAN + RRNHorizon=6, Backbone=GMAN, RRN Integration=true2026.0479.69145.09
STPGNN + RRNHorizon=6, Backbone=STPGNN, RRN Integration=true2026.0479.91144.55
Auto-DSTSGNHorizon=6, Backbone=Auto-DSTSGN, RRN Integration=false2026.0480.52145.92
GMANHorizon=6, Backbone=GMAN, RRN Integration=false2026.0482.12145.68
STPGNNHorizon=6, Backbone=STPGNN, RRN Integration=false2026.0482.2149.41
GWavenetHorizon=6, Backbone=Graph WaveNet, RRN Integration=false2026.0483.34151.75
DCRNN + RRNHorizon=6, Backbone=DCRNN, RRN Integration=true2026.0485.91158.15
DCRNNHorizon=6, Backbone=DCRNN, RRN Integration=false2026.0490.13161.25
GWavenet + RRNHorizon=12, Backbone=Graph WaveNet, RRN Integration=true2026.04112.59197.38
Auto-DSTSGN + RRNHorizon=12, Backbone=Auto-DSTSGN, RRN Integration=true2026.04113.32195.55
Auto-DSTSGNHorizon=12, Backbone=Auto-DSTSGN, RRN Integration=false2026.04113.71198.42
GMAN + RRNHorizon=12, Backbone=GMAN, RRN Integration=true2026.04114.33197.3
STPGNN + RRNHorizon=12, Backbone=STPGNN, RRN Integration=true2026.04114.85195.78
GWavenetHorizon=12, Backbone=Graph WaveNet, RRN Integration=false2026.04114.95204.17
STPGNNHorizon=12, Backbone=STPGNN, RRN Integration=false2026.04118.37204.57
GMANHorizon=12, Backbone=GMAN, RRN Integration=false2026.04119.63199.07
DCRNN + RRNHorizon=12, Backbone=DCRNN, RRN Integration=true2026.04123.28210.47
DCRNNHorizon=12, Backbone=DCRNN, RRN Integration=false2026.04126.31216.19