Traffic Forecasting on PEMS-03 Long-term (24 -> 24avg)
13.82MAEUrbanFM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UrbanFMMethod Type=ST, Training Protocol=Few-Shot (10%)2026.02 | 13.82 | 21.24 | 12.89 | |
| D2STGNNMethod Type=ST-Graph Method, Training Protocol=Full-Shot2026.02 | 16.45 | 28.52 | 16.5 | |
| UrbanFMMethod Type=ST, Evaluation Protocol=Zero-Shot2026.02 | 17.03 | 26.3 | 15.96 | |
| STIDMethod Type=ST-Graph Method, Training Protocol=Full-Shot2026.02 | 17.07 | 29.34 | 18.21 | |
| STAEformerMethod Type=ST-Graph Method, Training Protocol=Full-Shot2026.02 | 17.3 | 30.62 | 17.37 | |
| OpenCityMethod Type=ST, Training Protocol=Few-Shot (10%)2026.02 | 19.29 | 32.26 | 21.19 | |
| LSTMMethod Type=Time Series Method, Training Protocol=Full-Shot2026.02 | 19.57 | 32.77 | 18.7 | |
| GWNetMethod Type=ST-Graph Method, Training Protocol=Full-Shot2026.02 | 20.37 | 33.93 | 20.3 | |
| D2STGNNMethod Type=ST-Graph Method, Evaluation Protocol=Few-Shot (10% Training Set)2026.02 | 21.43 | 35.06 | 23.17 | |
| STIDMethod Type=ST-Graph Method, Evaluation Protocol=Few-Shot (10% Training Set)2026.02 | 22.23 | 36.86 | 24.32 | |
| STAEformerMethod Type=ST-Graph Method, Evaluation Protocol=Few-Shot (10% Training Set)2026.02 | 22.72 | 37.53 | 22.68 | |
| LSTMMethod Type=Time Series Method, Evaluation Protocol=Few-Shot (10% Training Set)2026.02 | 23.2 | 37 | 23.64 | |
| GWNetMethod Type=ST-Graph Method, Evaluation Protocol=Few-Shot (10% Training Set)2026.02 | 25.7 | 40.7 | 28.09 | |
| HAMethod Type=Time Series Method, Training Protocol=Full-Shot2026.02 | 26.19 | 47.56 | 26.91 | |
| TimeMoEMethod Type=TS, Training Protocol=Few-Shot (10%)2026.02 | 26.59 | 40.86 | 29.98 | |
| PatchTSTMethod Type=Time Series Method, Training Protocol=Full-Shot2026.02 | 27.84 | 43.49 | 25.48 | |
| OpenCityMethod Type=ST, Evaluation Protocol=Zero-Shot2026.02 | 27.85 | 50.82 | 27.95 | |
| FactoSTMethod Type=ST, Training Protocol=Few-Shot (10%)2026.02 | 28.62 | 44.65 | 25.96 | |
| PatchTSTMethod Type=Time Series Method, Evaluation Protocol=Few-Shot (10% Training Set)2026.02 | 28.63 | 44.52 | 25.98 | |
| DlinearMethod Type=Time Series Method, Training Protocol=Full-Shot2026.02 | 28.66 | 44.98 | 28.7 | |
| MoiraiMethod Type=TS, Training Protocol=Few-Shot (10%)2026.02 | 28.74 | 44.73 | 26.13 | |
| DlinearMethod Type=Time Series Method, Evaluation Protocol=Few-Shot (10% Training Set)2026.02 | 29.05 | 45.58 | 29.42 | |
| ChronosMethod Type=TS, Training Protocol=Few-Shot (10%)2026.02 | 29.81 | 47.91 | 26.64 | |
| TimesFM++Method Type=TS, Training Protocol=Few-Shot (10%)2026.02 | 30.08 | 46.86 | 26.93 | |
| TimesFMMethod Type=TS, Evaluation Protocol=Zero-Shot2026.02 | 31.37 | 47.93 | 32.2 | |
| HAMethod Type=Time Series Method, Evaluation Protocol=Few-Shot (10% Training Set)2026.02 | 31.89 | 55.35 | 31.68 | |
| TimeMoEMethod Type=TS, Evaluation Protocol=Zero-Shot2026.02 | 33.32 | 49.45 | 48.53 | |
| ChronosMethod Type=TS, Evaluation Protocol=Zero-Shot2026.02 | 38.66 | 57.16 | 40.87 | |
| FactoSTMethod Type=ST, Evaluation Protocol=Zero-Shot2026.02 | 40.31 | 60.37 | 41.07 | |
| MoiraiMethod Type=TS, Evaluation Protocol=Zero-Shot2026.02 | 47.19 | 70.78 | 57.64 |