Spatio-temporal forecasting on PEMS-BAY (20% test)
1.28MAEGWavenet + RRN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GWavenet + RRNHorizon=3, Backbone=Graph WaveNet, RRN Integration=true2026.04 | 1.28 | 2.77 | |
| Auto-DSTSGN + RRNHorizon=3, Backbone=Auto-DSTSGN, RRN Integration=true2026.04 | 1.32 | 2.8 | |
| GWavenetHorizon=3, Backbone=Graph WaveNet, RRN Integration=false2026.04 | 1.33 | 2.78 | |
| GMAN + RRNHorizon=3, Backbone=GMAN, RRN Integration=true2026.04 | 1.34 | 2.82 | |
| STPGNN + RRNHorizon=3, Backbone=STPGNN, RRN Integration=true2026.04 | 1.34 | 2.84 | |
| Auto-DSTSGNHorizon=3, Backbone=Auto-DSTSGN, RRN Integration=false2026.04 | 1.36 | 2.83 | |
| GMANHorizon=3, Backbone=GMAN, RRN Integration=false2026.04 | 1.37 | 2.93 | |
| DCRNN + RRNHorizon=3, Backbone=DCRNN, RRN Integration=true2026.04 | 1.39 | 2.91 | |
| STPGNNHorizon=3, Backbone=STPGNN, RRN Integration=false2026.04 | 1.39 | 2.93 | |
| DCRNNHorizon=3, Backbone=DCRNN, RRN Integration=false2026.04 | 1.42 | 2.99 | |
| GWavenet + RRNHorizon=6, Backbone=Graph WaveNet, RRN Integration=true2026.04 | 1.63 | 3.71 | |
| GWavenetHorizon=6, Backbone=Graph WaveNet, RRN Integration=false2026.04 | 1.67 | 3.73 | |
| Auto-DSTSGN + RRNHorizon=6, Backbone=Auto-DSTSGN, RRN Integration=true2026.04 | 1.67 | 3.71 | |
| GMAN + RRNHorizon=6, Backbone=GMAN, RRN Integration=true2026.04 | 1.67 | 3.67 | |
| STPGNN + RRNHorizon=6, Backbone=STPGNN, RRN Integration=true2026.04 | 1.68 | 3.79 | |
| GMANHorizon=6, Backbone=GMAN, RRN Integration=false2026.04 | 1.71 | 3.82 | |
| Auto-DSTSGNHorizon=6, Backbone=Auto-DSTSGN, RRN Integration=false2026.04 | 1.72 | 3.76 | |
| STPGNNHorizon=6, Backbone=STPGNN, RRN Integration=false2026.04 | 1.77 | 3.93 | |
| DCRNN + RRNHorizon=6, Backbone=DCRNN, RRN Integration=true2026.04 | 1.81 | 4.03 | |
| DCRNNHorizon=6, Backbone=DCRNN, RRN Integration=false2026.04 | 1.87 | 4.19 | |
| GMAN + RRNHorizon=12, Backbone=GMAN, RRN Integration=true2026.04 | 1.97 | 4.48 | |
| Auto-DSTSGN + RRNHorizon=12, Backbone=Auto-DSTSGN, RRN Integration=true2026.04 | 1.99 | 4.46 | |
| GWavenetHorizon=12, Backbone=Graph WaveNet, RRN Integration=false2026.04 | 2.01 | 4.59 | |
| GWavenet + RRNHorizon=12, Backbone=Graph WaveNet, RRN Integration=true2026.04 | 2.01 | 4.52 | |
| GMANHorizon=12, Backbone=GMAN, RRN Integration=false2026.04 | 2.01 | 4.55 | |
| STPGNN + RRNHorizon=12, Backbone=STPGNN, RRN Integration=true2026.04 | 2.01 | 4.59 | |
| Auto-DSTSGNHorizon=12, Backbone=Auto-DSTSGN, RRN Integration=false2026.04 | 2.04 | 4.48 | |
| STPGNNHorizon=12, Backbone=STPGNN, RRN Integration=false2026.04 | 2.15 | 4.81 | |
| DCRNN + RRNHorizon=12, Backbone=DCRNN, RRN Integration=true2026.04 | 2.33 | 5.21 | |
| DCRNNHorizon=12, Backbone=DCRNN, RRN Integration=false2026.04 | 2.43 | 5.54 |