Traffic Forecasting on Average (METRLA, PEMSD4, PEMSD7(M), PEMSD8, PEMSBAY)
3.67MAESC-FSGL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SC-FSGLprediction horizon=30 min2026.03 | 3.67 | 8.19 | |
| GMANprediction horizon=30 min2026.03 | 3.92 | 8.8 | |
| FedRepprediction horizon=30 min2026.03 | 3.93 | 8.48 | |
| SC-FSGL2026.03 | 4.21 | 10.08 | |
| FUELSprediction horizon=30 min2026.03 | 4.24 | 10.31 | |
| FUELS2026.03 | 4.51 | 10.18 | |
| GMAN2026.03 | 4.64 | 10.34 | |
| Local2026.03 | 4.66 | 10.84 | |
| FedProxprediction horizon=30 min2026.03 | 4.68 | 9.85 | |
| Moon2026.03 | 4.77 | 10.64 | |
| FedAvgprediction horizon=30 min2026.03 | 4.8 | 10.99 | |
| Localprediction horizon=30 min2026.03 | 5 | 10.92 | |
| FedProx2026.03 | 5.12 | 11.85 | |
| Moonprediction horizon=30 min2026.03 | 5.12 | 10.95 | |
| FedAvg2026.03 | 5.56 | 11.97 | |
| FedRep2026.03 | 6.07 | 12.85 | |
| MegaCRNprediction horizon=30 min2026.03 | 6.38 | 19.55 | |
| MegaCRN2026.03 | 6.5 | 19.68 | |
| FedStar2026.03 | 17.29 | 31.91 | |
| FedStarprediction horizon=30 min2026.03 | 23.32 | 42.59 |