Spatio-temporal forecasting on SDWPF (20% test)
54.2MAEGWavenet + RRN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GWavenet + RRNHorizon=3, Backbone=Graph WaveNet, RRN Integration=true2026.04 | 54.2 | 105.07 | |
| STPGNN + RRNHorizon=3, Backbone=STPGNN, RRN Integration=true2026.04 | 55.18 | 103.88 | |
| Auto-DSTSGN + RRNHorizon=3, Backbone=Auto-DSTSGN, RRN Integration=true2026.04 | 55.26 | 104.02 | |
| GMAN + RRNHorizon=3, Backbone=GMAN, RRN Integration=true2026.04 | 56.18 | 104.63 | |
| Auto-DSTSGNHorizon=3, Backbone=Auto-DSTSGN, RRN Integration=false2026.04 | 56.62 | 105.91 | |
| STPGNNHorizon=3, Backbone=STPGNN, RRN Integration=false2026.04 | 57.03 | 108.72 | |
| GMANHorizon=3, Backbone=GMAN, RRN Integration=false2026.04 | 58.26 | 104.58 | |
| GWavenetHorizon=3, Backbone=Graph WaveNet, RRN Integration=false2026.04 | 58.72 | 110.61 | |
| DCRNN + RRNHorizon=3, Backbone=DCRNN, RRN Integration=true2026.04 | 60.85 | 114.68 | |
| DCRNNHorizon=3, Backbone=DCRNN, RRN Integration=false2026.04 | 64.06 | 119.12 | |
| GWavenet + RRNHorizon=6, Backbone=Graph WaveNet, RRN Integration=true2026.04 | 78.81 | 144.83 | |
| Auto-DSTSGN + RRNHorizon=6, Backbone=Auto-DSTSGN, RRN Integration=true2026.04 | 78.91 | 144.81 | |
| GMAN + RRNHorizon=6, Backbone=GMAN, RRN Integration=true2026.04 | 79.69 | 145.09 | |
| STPGNN + RRNHorizon=6, Backbone=STPGNN, RRN Integration=true2026.04 | 79.91 | 144.55 | |
| Auto-DSTSGNHorizon=6, Backbone=Auto-DSTSGN, RRN Integration=false2026.04 | 80.52 | 145.92 | |
| GMANHorizon=6, Backbone=GMAN, RRN Integration=false2026.04 | 82.12 | 145.68 | |
| STPGNNHorizon=6, Backbone=STPGNN, RRN Integration=false2026.04 | 82.2 | 149.41 | |
| GWavenetHorizon=6, Backbone=Graph WaveNet, RRN Integration=false2026.04 | 83.34 | 151.75 | |
| DCRNN + RRNHorizon=6, Backbone=DCRNN, RRN Integration=true2026.04 | 85.91 | 158.15 | |
| DCRNNHorizon=6, Backbone=DCRNN, RRN Integration=false2026.04 | 90.13 | 161.25 | |
| GWavenet + RRNHorizon=12, Backbone=Graph WaveNet, RRN Integration=true2026.04 | 112.59 | 197.38 | |
| Auto-DSTSGN + RRNHorizon=12, Backbone=Auto-DSTSGN, RRN Integration=true2026.04 | 113.32 | 195.55 | |
| Auto-DSTSGNHorizon=12, Backbone=Auto-DSTSGN, RRN Integration=false2026.04 | 113.71 | 198.42 | |
| GMAN + RRNHorizon=12, Backbone=GMAN, RRN Integration=true2026.04 | 114.33 | 197.3 | |
| STPGNN + RRNHorizon=12, Backbone=STPGNN, RRN Integration=true2026.04 | 114.85 | 195.78 | |
| GWavenetHorizon=12, Backbone=Graph WaveNet, RRN Integration=false2026.04 | 114.95 | 204.17 | |
| STPGNNHorizon=12, Backbone=STPGNN, RRN Integration=false2026.04 | 118.37 | 204.57 | |
| GMANHorizon=12, Backbone=GMAN, RRN Integration=false2026.04 | 119.63 | 199.07 | |
| DCRNN + RRNHorizon=12, Backbone=DCRNN, RRN Integration=true2026.04 | 123.28 | 210.47 | |
| DCRNNHorizon=12, Backbone=DCRNN, RRN Integration=false2026.04 | 126.31 | 216.19 |