Traffic Forecasting on PEMS-03 Short-term (12 -> 12avg)
13MAEUrbanFM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UrbanFMMethod Type=ST, Training Protocol=Few-Shot (10%)2026.02 | 13 | 19.87 | 12.43 | |
| D2STGNNMethod Type=ST-Graph Method, Training Protocol=Full-Shot2026.02 | 14.88 | 25.76 | 15.02 | |
| GWNetMethod Type=ST-Graph Method, Training Protocol=Full-Shot2026.02 | 14.91 | 25.82 | 15.19 | |
| STAEformerMethod Type=ST-Graph Method, Training Protocol=Full-Shot2026.02 | 15.13 | 26.84 | 15.33 | |
| STIDMethod Type=ST-Graph Method, Training Protocol=Full-Shot2026.02 | 15.21 | 25.52 | 16.36 | |
| UrbanFMMethod Type=ST, Evaluation Protocol=Zero-Shot2026.02 | 15.62 | 23.24 | 15.24 | |
| LSTMMethod Type=Time Series Method, Training Protocol=Full-Shot2026.02 | 16.69 | 28.21 | 16.05 | |
| OpenCityMethod Type=ST, Training Protocol=Few-Shot (10%)2026.02 | 16.91 | 27.18 | 18.57 | |
| D2STGNNMethod Type=ST-Graph Method, Evaluation Protocol=Few-Shot (10% Training Set)2026.02 | 17.78 | 29.56 | 20.51 | |
| STIDMethod Type=ST-Graph Method, Evaluation Protocol=Few-Shot (10% Training Set)2026.02 | 17.88 | 28.5 | 19.35 | |
| GWNetMethod Type=ST-Graph Method, Evaluation Protocol=Few-Shot (10% Training Set)2026.02 | 17.96 | 28.82 | 21.09 | |
| LSTMMethod Type=Time Series Method, Evaluation Protocol=Few-Shot (10% Training Set)2026.02 | 19.08 | 31.04 | 19.53 | |
| STAEformerMethod Type=ST-Graph Method, Evaluation Protocol=Few-Shot (10% Training Set)2026.02 | 20.07 | 32.35 | 20.26 | |
| MoiraiMethod Type=TS, Training Protocol=Few-Shot (10%)2026.02 | 20.54 | 31.68 | 19.63 | |
| TimeMoEMethod Type=TS, Training Protocol=Few-Shot (10%)2026.02 | 20.59 | 31.98 | 22.11 | |
| PatchTSTMethod Type=Time Series Method, Training Protocol=Full-Shot2026.02 | 20.84 | 32.57 | 19.13 | |
| DlinearMethod Type=Time Series Method, Training Protocol=Full-Shot2026.02 | 21.04 | 33.08 | 20.78 | |
| PatchTSTMethod Type=Time Series Method, Evaluation Protocol=Few-Shot (10% Training Set)2026.02 | 21.04 | 32.92 | 19.28 | |
| FactoSTMethod Type=ST, Training Protocol=Few-Shot (10%)2026.02 | 21.08 | 32.88 | 19.28 | |
| DlinearMethod Type=Time Series Method, Evaluation Protocol=Few-Shot (10% Training Set)2026.02 | 21.17 | 33.26 | 20.88 | |
| ChronosMethod Type=TS, Training Protocol=Few-Shot (10%)2026.02 | 21.31 | 33.72 | 19.21 | |
| TimesFM++Method Type=TS, Training Protocol=Few-Shot (10%)2026.02 | 21.56 | 33.72 | 19.61 | |
| OpenCityMethod Type=ST, Evaluation Protocol=Zero-Shot2026.02 | 25.57 | 49.25 | 23.86 | |
| FactoSTMethod Type=ST, Evaluation Protocol=Zero-Shot2026.02 | 25.84 | 40.26 | 24.91 | |
| HAMethod Type=Time Series Method, Training Protocol=Full-Shot2026.02 | 26.17 | 47.52 | 26.89 | |
| ChronosMethod Type=TS, Evaluation Protocol=Zero-Shot2026.02 | 26.48 | 41.1 | 24.96 | |
| TimesFMMethod Type=TS, Evaluation Protocol=Zero-Shot2026.02 | 27.13 | 40.94 | 25.19 | |
| MoiraiMethod Type=TS, Evaluation Protocol=Zero-Shot2026.02 | 29.02 | 44.11 | 30.76 | |
| TimeMoEMethod Type=TS, Evaluation Protocol=Zero-Shot2026.02 | 29.12 | 43.36 | 38.87 | |
| HAMethod Type=Time Series Method, Evaluation Protocol=Few-Shot (10% Training Set)2026.02 | 32.01 | 55.52 | 31.76 |