Traffic Forecasting on SD
14.8MAEHieraMix
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| HieraMix2025.11 | 14.8 | — | — | — | — | — | — | — | — | — | — | — | — | 25.06 | 9.22 | |
| DGCRN2025.11 | 15.6 | — | — | — | — | — | — | — | — | — | — | — | — | 25.9 | 9.93 | |
| LSTNN2025.11 | 15.83 | — | — | — | — | — | — | — | — | — | — | — | — | 27.08 | 9.59 | |
| PDFormer2025.11 | 15.84 | — | — | — | — | — | — | — | — | — | — | — | — | 25.91 | 9.7 | |
| PatchSTG2025.11 | 15.93 | — | — | — | — | — | — | — | — | — | — | — | — | 28.19 | 9.69 | |
| SqLinear2026.06 | 16.48 | — | — | — | — | — | — | — | — | — | — | — | — | 28.32 | 10.71 | |
| D2STGNN2025.11 | 16.49 | — | — | — | — | — | — | — | — | — | — | — | — | 26.59 | 9.62 | |
| GSNet2025.11 | 16.65 | — | — | — | — | — | — | — | — | — | — | — | — | 27.33 | 9.62 | |
| RPMixer2025.11 | 16.72 | — | — | — | — | — | — | — | — | — | — | — | — | 29.64 | 10.63 | |
| TSMixer2025.11 | 16.81 | — | — | — | — | — | — | — | — | — | — | — | — | 29.79 | 10.52 | |
| STGCN2025.11 | 16.87 | — | — | — | — | — | — | — | — | — | — | — | — | 28.84 | 9.76 | |
| GWNET2025.11 | 16.93 | — | — | — | — | — | — | — | — | — | — | — | — | 27.97 | 9.74 | |
| TimeMixer2025.11 | 17.15 | — | — | — | — | — | — | — | — | — | — | — | — | 28.3 | 9.74 | |
| DSTAGNN2025.11 | 17.37 | — | — | — | — | — | — | — | — | — | — | — | — | 27.68 | 11.27 | |
| PatchSTG2026.06 | 17.4 | — | — | — | — | — | — | — | — | — | — | — | — | 29.55 | 12.13 | |
| STGODE2025.11 | 17.55 | — | — | — | — | — | — | — | — | — | — | — | — | 28.67 | 11.25 | |
| STID2026.06 | 17.62 | — | — | — | — | — | — | — | — | — | — | — | — | 29.02 | 11.53 | |
| EiFormer2025.11 | 17.9 | — | — | — | — | — | — | — | — | — | — | — | — | 32.06 | 10.79 | |
| D2STGNN2026.06 | 17.91 | — | — | — | — | — | — | — | — | — | — | — | — | 29.59 | 11.6 | |
| HIEST2025.11 | 17.94 | — | — | — | — | — | — | — | — | — | — | — | — | 29.03 | 10.33 | |
| DCRNN2025.11 | 17.96 | — | — | — | — | — | — | — | — | — | — | — | — | 28.65 | 11.85 | |
| GWNET2026.06 | 18.17 | — | — | — | — | — | — | — | — | — | — | — | — | 30.31 | 12.15 | |
| STID2025.11 | 18.21 | — | — | — | — | — | — | — | — | — | — | — | — | 29.97 | 10.18 | |
| STWave2026.06 | 18.28 | — | — | — | — | — | — | — | — | — | — | — | — | 30.18 | 12.25 | |
| AGCRN2026.06 | 18.48 | — | — | — | — | — | — | — | — | — | — | — | — | 33.04 | 13.63 | |
| TESTAM2025.11 | 18.51 | — | — | — | — | — | — | — | — | — | — | — | — | 30.42 | 10.42 | |
| BigST2026.06 | 18.86 | — | — | — | — | — | — | — | — | — | — | — | — | 31.8 | 13 | |
| STAEformer2026.06 | 19.02 | — | — | — | — | — | — | — | — | — | — | — | — | 31.78 | 12.65 | |
| ASTGCN2025.11 | 19.99 | — | — | — | — | — | — | — | — | — | — | — | — | 32.19 | 12.99 | |
| DSTAGNN2026.06 | 21.89 | — | — | — | — | — | — | — | — | — | — | — | — | 34.77 | 14.46 | |
| FreTS2025.11 | 23.95 | — | — | — | — | — | — | — | — | — | — | — | — | 37.12 | 14.89 | |
| RPMixer2026.06 | 25.31 | — | — | — | — | — | — | — | — | — | — | — | — | 42.65 | 17.7 | |
| AGCRN2024.12 | — | 15.71 | 27.85 | 11.48 | 18.06 | 31.51 | 13.06 | 21.86 | 39.44 | 16.52 | 18.09 | 32.01 | 13.28 | — | — | |
| BigST2024.12 | — | 16.42 | 26.99 | 10.86 | 18.88 | 31.6 | 13.24 | 23 | 38.59 | 15.92 | 18.8 | 31.73 | 12.91 | — | — | |
| D2STGNN2024.12 | — | 14.92 | 24.95 | 9.56 | 17.52 | 29.24 | 11.36 | 22.62 | 37.14 | 14.86 | 17.85 | 29.51 | 11.54 | — | — | |
| DGCRN2024.12 | — | 15.34 | 25.35 | 10.01 | 18.05 | 30.06 | 11.9 | 22.06 | 37.51 | 15.27 | 18.02 | 30.09 | 12.07 | — | — | |
| DSTAGNN2024.12 | — | 18.13 | 28.96 | 11.38 | 21.71 | 34.44 | 13.93 | 27.51 | 43.95 | 19.34 | 21.82 | 34.68 | 14.4 | — | — | |
| GWNET2024.12 | — | 15.24 | 25.13 | 9.86 | 17.74 | 29.51 | 11.7 | 21.56 | 36.82 | 15.13 | 17.74 | 29.62 | 11.88 | — | — | |
| PatchSTG2024.12 | — | 14.53 | 24.34 | 9.22 | 16.86 | 28.63 | 11.11 | 20.66 | 36.27 | 14.72 | 16.9 | 29.27 | 11.23 | — | — | |
| RPMixer2024.12 | — | 18.54 | 30.33 | 11.81 | 24.55 | 40.04 | 16.51 | 35.9 | 58.31 | 27.67 | 25.25 | 42.56 | 17.64 | — | — | |
| STGODE2024.12 | — | 16.75 | 28.04 | 11 | 19.71 | 33.56 | 13.16 | 23.67 | 42.12 | 16.58 | 19.55 | 33.57 | 13.22 | — | — | |
| STID2024.12 | — | 15.15 | 25.29 | 9.82 | 17.95 | 30.39 | 11.93 | 21.82 | 38.63 | 15.09 | 17.86 | 31 | 11.94 | — | — | |
| STWave2024.12 | — | 15.8 | 25.89 | 10.34 | 18.18 | 30.03 | 11.96 | 21.98 | 36.99 | 15.3 | 18.22 | 30.12 | 12.2 | — | — |