Traffic Forecasting on PEMS-04 Short-term (12 -> 12avg)
18.29MAESTAEformer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| STAEformerMethod Type=ST-Graph Method, Training Protocol=Full-Shot2026.02 | 18.29 | 30.48 | 12.09 | |
| STIDMethod Type=ST-Graph Method, Training Protocol=Full-Shot2026.02 | 18.53 | 30.37 | 12.37 | |
| UrbanFMMethod Type=ST, Training Protocol=Few-Shot (10%)2026.02 | 18.72 | 29.58 | 12.19 | |
| GWNetMethod Type=ST-Graph Method, Training Protocol=Full-Shot2026.02 | 18.8 | 30.74 | 12.56 | |
| D2STGNNMethod Type=ST-Graph Method, Training Protocol=Full-Shot2026.02 | 19.08 | 30.95 | 12.76 | |
| UrbanFMMethod Type=ST, Evaluation Protocol=Zero-Shot2026.02 | 20.95 | 32.21 | 13.42 | |
| STIDMethod Type=ST-Graph Method, Evaluation Protocol=Few-Shot (10% Training Set)2026.02 | 24.61 | 37.44 | 19.48 | |
| STAEformerMethod Type=ST-Graph Method, Evaluation Protocol=Few-Shot (10% Training Set)2026.02 | 31.85 | 46.48 | 23.34 |