Grid-based Spatio-Temporal Forecasting on Traffic-SH (Short-term)
0.31MAEPatchTST
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PatchTSTEvaluation Protocol=Few-Shot (10% Training Set), Method Type=Time Series Method2026.02 | 0.31 | 0.61 | 5.47 | |
| LSTMEvaluation Protocol=Few-Shot (10% Training Set), Method Type=Time Series Method2026.02 | 0.36 | 0.71 | 6.44 | |
| GWNetEvaluation Protocol=Few-Shot (10% Training Set), Method Type=ST-Graph Method2026.02 | 0.37 | 0.69 | 6.21 | |
| D2STGNNEvaluation Protocol=Few-Shot (10% Training Set), Method Type=ST-Graph Method2026.02 | 0.39 | 0.69 | 6.33 | |
| FactoSTEvaluation Protocol=Zero-Shot, Method Type=ST2026.02 | 0.4 | 0.7 | 5.84 | |
| TimeMoEEvaluation Protocol=Zero-Shot, Method Type=TS2026.02 | 0.43 | 0.74 | 6.65 | |
| UrbanFMEvaluation Protocol=Zero-Shot, Method Type=ST2026.02 | 0.44 | 0.61 | 5.39 | |
| OpenCityEvaluation Protocol=Zero-Shot, Method Type=ST2026.02 | 0.45 | 0.82 | 7.21 | |
| ChronosEvaluation Protocol=Zero-Shot, Method Type=TS2026.02 | 0.45 | 0.8 | 6.77 | |
| MoiraiEvaluation Protocol=Zero-Shot, Method Type=TS2026.02 | 0.46 | 0.91 | 8.76 | |
| DlinearEvaluation Protocol=Few-Shot (10% Training Set), Method Type=Time Series Method2026.02 | 0.46 | 0.79 | 8.18 | |
| STIDEvaluation Protocol=Few-Shot (10% Training Set), Method Type=ST-Graph Method2026.02 | 0.47 | 0.77 | 7.96 | |
| TimesFM++Evaluation Protocol=Zero-Shot, Method Type=TS2026.02 | 0.49 | 1.14 | 7.31 | |
| HAEvaluation Protocol=Few-Shot (10% Training Set), Method Type=Time Series Method2026.02 | 0.53 | 0.92 | 7.76 | |
| TAUEvaluation Protocol=Few-Shot (10% Training Set), Method Type=ST-Grid Method2026.02 | 0.56 | 0.98 | 9.41 | |
| PredRNN++Evaluation Protocol=Few-Shot (10% Training Set), Method Type=ST-Grid Method2026.02 | 0.66 | 1.02 | 11.03 | |
| DSANEvaluation Protocol=Few-Shot (10% Training Set), Method Type=ST-Grid Method2026.02 | 1.11 | 1.84 | 10.74 | |
| STAEformerEvaluation Protocol=Few-Shot (10% Training Set), Method Type=ST-Graph Method2026.02 | 1.26 | 1.87 | 18.45 | |
| ST-ResNetEvaluation Protocol=Few-Shot (10% Training Set), Method Type=ST-Grid Method2026.02 | 1.5 | 2.11 | 17.16 |