Traffic Forecasting on METR-LA 30min horizon 6
0.066MAEFreTS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FreTSInput length=122023.11 | 0.066 | 0.14 | — | |
| StemGNNInput length=122023.11 | 0.069 | 0.141 | — | |
| FEDformerInput length=122023.11 | 0.073 | 0.145 | — | |
| STGCNInput length=122023.11 | 0.08 | 0.177 | — | |
| AGCRNInput length=122023.11 | 0.086 | 0.165 | — | |
| AutoformerInput length=122023.11 | 0.091 | 0.162 | — | |
| InformerInput length=122023.11 | 0.094 | 0.176 | — | |
| ReformerInput length=122023.11 | 0.097 | 0.176 | — | |
| MTGNNInput length=122023.11 | 0.144 | 0.307 | — | |
| Graph WaveNetInput length=122023.11 | 0.184 | 0.375 | — | |
| DCRNNInput length=122023.11 | 0.191 | 0.243 | — | |
| MegaCRN2022.11 | 2.93 | 6.06 | 7.96 | |
| STAEformer2023.08 | 2.97 | 6 | 8.13 | |
| STAEFormer2024.01 | 3 | 6.12 | 8.34 | |
| StemGNN2022.11 | 3.01 | 6.03 | 8.23 | |
| PM-MemNet2022.11 | 3.03 | 6.29 | 8.42 | |
| MTGNN2024.01 | 3.03 | 6.09 | 8.26 | |
| Cy2Mixer2024.01 | 3.03 | 6.22 | 8.48 | |
| MTGNN2022.11 | 3.05 | 6.17 | 8.19 | |
| GTS2022.11 | 3.05 | 6.22 | 8.28 | |
| MTGNN2023.08 | 3.05 | 6.13 | 8.16 | |
| GW-Net2022.11 | 3.07 | 6.22 | 8.37 | |
| GWNet2023.08 | 3.08 | 6.2 | 8.47 | |
| GMAN2022.11 | 3.12 | 6.49 | 8.73 | |
| DCRNN2023.08 | 3.12 | 6.27 | 8.42 | |
| GMAN2023.08 | 3.12 | 6.49 | 8.73 | |
| HIEST2024.01 | 3.13 | 6.23 | 8.62 | |
| GTS2023.08 | 3.14 | 6.33 | 8.62 | |
| DCRNN2022.11 | 3.15 | 6.45 | 8.8 | |
| STGCN2023.08 | 3.15 | 6.35 | 8.62 | |
| STTN2022.11 | 3.16 | 6.5 | 8.53 | |
| STNorm2023.08 | 3.18 | 6.59 | 8.47 | |
| STID2023.08 | 3.19 | 6.57 | 9.39 | |
| AGCRN2023.08 | 3.2 | 6.52 | 9 | |
| PDFormer2023.08 | 3.2 | 6.46 | 9.19 | |
| PDFormer2024.01 | 3.23 | 6.64 | 9.16 | |
| HGCN2024.01 | 3.23 | 6.48 | 9.06 | |
| CCRNN2022.11 | 3.24 | 6.54 | 8.9 | |
| AGCRN2022.11 | 3.25 | 6.57 | 8.99 | |
| STGCN2022.11 | 3.47 | 7.24 | 9.57 | |
| GMAN2024.01 | 3.95 | 6.93 | 11.79 | |
| STGNCDE2024.01 | 4 | 8.59 | 9.86 | |
| HA2022.11 | 4.16 | 7.8 | 13 | |
| HI2023.08 | 6.8 | 14.21 | 16.72 |