Demand Forecasting on Arlington stations (D.C. network) 11 newly added stations (test)
0.061MAETransformer-Based T-STAR
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Transformer-Based T-STARInput Types=T-STAR, Evaluation Protocol=Zero-Shot2026.02 | 0.061 | 0.29 | 0.06 | 1.367 | |
| TFTInput Types=Env., Facility and PT, Evaluation Protocol=Zero-Shot2026.02 | 0.062 | 0.291 | 0.065 | 1.487 | |
| DeepARInput Types=Env., Facility and PT, Evaluation Protocol=Zero-Shot2026.02 | 0.063 | 0.292 | 0.059 | 1.301 | |
| MyopicInput Types=Last demand observation of each station, Evaluation Protocol=Zero-Shot2026.02 | 0.105 | 0.379 | — | — | |
| Historical AverageInput Types=Baseline, Evaluation Protocol=Zero-Shot2026.02 | 0.187 | 0.32 | — | — | |
| XGBoostInput Types=Env., Facility and PT, Evaluation Protocol=Zero-Shot2026.02 | 0.27 | 0.332 | — | — |