Traffic Forecasting on PeMSD4
2.46MAESC-FSGL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SC-FSGL2026.03 | 2.46 | — | 4.65 | |
| Moon2026.03 | 2.65 | — | 5.57 | |
| FedProx2026.03 | 3.2 | — | 6.83 | |
| FedAvg2026.03 | 3.41 | — | 7.13 | |
| GMAN2026.03 | 3.62 | — | 6.6 | |
| Local2026.03 | 4.17 | — | 9.75 | |
| FedStar2026.03 | 4.35 | — | 8.17 | |
| MegaCRN2026.03 | 4.39 | — | 10.75 | |
| FUELS2026.03 | 4.87 | — | 8.44 | |
| FedRep2026.03 | 8.88 | — | 14.95 | |
| PM-DMNet(P)variant=PMP2024.08 | 18.34 | 30.36 | 12.05 | |
| PM-DMNet(R)variant=Recursive2024.08 | 18.37 | 30.68 | 12.01 | |
| STWave2024.08 | 18.5 | 30.39 | 12.43 | |
| MegaCRN2024.08 | 19.07 | 31.03 | 12.71 | |
| AGCRN2020.07 | 19.83 | 32.26 | 12.97 | |
| AGCRN2024.08 | 19.83 | 32.26 | 12.97 | |
| STFGNN2024.08 | 20.48 | 32.51 | 16.77 | |
| STGODE2024.08 | 20.84 | 32.82 | 13.77 | |
| STGCN2020.07 | 21.16 | 34.89 | 13.83 | |
| STGCN2024.08 | 21.16 | 34.89 | 13.83 | |
| STSGCNsource=Reported performance in original paper2020.07 | 21.19 | 33.65 | 13.9 | |
| STSGCN2024.08 | 21.19 | 33.65 | 13.9 | |
| DCRNN2020.07 | 21.22 | 33.44 | 14.17 | |
| DCRNN2024.08 | 21.22 | 33.44 | 14.17 | |
| LSGCN2024.08 | 21.53 | 33.86 | 13.18 | |
| DSANet2020.07 | 22.79 | 35.77 | 16.03 | |
| ASTGCN2020.07 | 22.93 | 35.22 | 16.56 | |
| ASTGCNvariant=r2024.08 | 22.93 | 35.22 | 16.56 | |
| TCN2024.08 | 23.22 | 37.26 | 15.59 | |
| GRU-ED2020.07 | 23.68 | 39.27 | 16.44 | |
| VAR2020.07 | 24.54 | 38.61 | 17.24 | |
| VAR2024.08 | 24.54 | 38.61 | 17.24 | |
| GWN2024.08 | 24.89 | 39.66 | 17.29 | |
| LSTM2024.08 | 26.77 | 40.65 | 18.23 | |
| SVR2024.08 | 28.7 | 44.56 | 19.2 | |
| ARIMA2024.08 | 33.73 | 48.8 | 24.18 | |
| HA2020.07 | 38.03 | 59.24 | 27.88 | |
| HA2024.08 | 38.03 | 39.24 | 27.88 |