Spatio-temporal forecasting on METR-LA (20% test)
2.73MAEGWavenet + RRN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GWavenet + RRNHorizon=3, Backbone=Graph WaveNet, RRN Integration=true2026.04 | 2.73 | 5.19 | |
| GWavenetHorizon=3, Backbone=Graph WaveNet, RRN Integration=false2026.04 | 2.75 | 5.22 | |
| GMAN + RRNHorizon=3, Backbone=GMAN, RRN Integration=true2026.04 | 2.76 | 5.32 | |
| Auto-DSTSGNHorizon=3, Backbone=Auto-DSTSGN, RRN Integration=false2026.04 | 2.77 | 5.35 | |
| Auto-DSTSGN + RRNHorizon=3, Backbone=Auto-DSTSGN, RRN Integration=true2026.04 | 2.78 | 5.38 | |
| GMANHorizon=3, Backbone=GMAN, RRN Integration=false2026.04 | 2.81 | 5.47 | |
| DCRNN + RRNHorizon=3, Backbone=DCRNN, RRN Integration=true2026.04 | 2.84 | 5.4 | |
| DCRNNHorizon=3, Backbone=DCRNN, RRN Integration=false2026.04 | 2.91 | 5.58 | |
| STPGNNHorizon=3, Backbone=STPGNN, RRN Integration=false2026.04 | 2.92 | 5.67 | |
| STPGNN + RRNHorizon=3, Backbone=STPGNN, RRN Integration=true2026.04 | 2.92 | 5.66 | |
| Auto-DSTSGNHorizon=6, Backbone=Auto-DSTSGN, RRN Integration=false2026.04 | 3.13 | 6.29 | |
| Auto-DSTSGN + RRNHorizon=6, Backbone=Auto-DSTSGN, RRN Integration=true2026.04 | 3.15 | 6.39 | |
| GMAN + RRNHorizon=6, Backbone=GMAN, RRN Integration=true2026.04 | 3.15 | 6.4 | |
| GWavenetHorizon=6, Backbone=Graph WaveNet, RRN Integration=false2026.04 | 3.16 | 6.27 | |
| GWavenet + RRNHorizon=6, Backbone=Graph WaveNet, RRN Integration=true2026.04 | 3.16 | 6.24 | |
| GMANHorizon=6, Backbone=GMAN, RRN Integration=false2026.04 | 3.19 | 6.45 | |
| DCRNN + RRNHorizon=6, Backbone=DCRNN, RRN Integration=true2026.04 | 3.3 | 6.51 | |
| STPGNNHorizon=6, Backbone=STPGNN, RRN Integration=false2026.04 | 3.36 | 6.75 | |
| STPGNN + RRNHorizon=6, Backbone=STPGNN, RRN Integration=true2026.04 | 3.36 | 6.77 | |
| DCRNNHorizon=6, Backbone=DCRNN, RRN Integration=false2026.04 | 3.4 | 6.74 | |
| Auto-DSTSGN + RRNHorizon=12, Backbone=Auto-DSTSGN, RRN Integration=true2026.04 | 3.57 | 7.37 | |
| Auto-DSTSGNHorizon=12, Backbone=Auto-DSTSGN, RRN Integration=false2026.04 | 3.58 | 7.35 | |
| GMAN + RRNHorizon=12, Backbone=GMAN, RRN Integration=true2026.04 | 3.63 | 7.61 | |
| GMANHorizon=12, Backbone=GMAN, RRN Integration=false2026.04 | 3.65 | 7.51 | |
| GWavenet + RRNHorizon=12, Backbone=Graph WaveNet, RRN Integration=true2026.04 | 3.66 | 7.39 | |
| GWavenetHorizon=12, Backbone=Graph WaveNet, RRN Integration=false2026.04 | 3.68 | 7.44 | |
| STPGNNHorizon=12, Backbone=STPGNN, RRN Integration=false2026.04 | 3.87 | 7.87 | |
| STPGNN + RRNHorizon=12, Backbone=STPGNN, RRN Integration=true2026.04 | 3.88 | 7.91 | |
| DCRNN + RRNHorizon=12, Backbone=DCRNN, RRN Integration=true2026.04 | 3.93 | 7.9 | |
| DCRNNHorizon=12, Backbone=DCRNN, RRN Integration=false2026.04 | 4.13 | 8.25 |