LargeST
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Traffic flow forecasting | LargeST GBA original (test) | MAE16.59 | 20 | |
| Traffic flow forecasting | LargeST SD original (test) | MAE15.06 | 20 | |
| Traffic flow forecasting | LargeST GLA original (test) | MAE15.78 | 16 | |
| Traffic flow forecasting | LargeST CA original (test) | MAE14.93 | 13 | |
| Time Series Forecasting | LargeST Hourly (test) | OWA0.411 | 8 | |
| Time Series Forecasting | LargeST Daily (test) | OWA0.771 | 8 | |
| Spatio-Temporal Time Series Forecasting | LargeST CA (test) | MAE (Horizon 3)13.98 | 8 | |
| Traffic flow prediction | LargeST (Overall) | RMSE35.66 | 8 | |
| Traffic flow prediction | LargeST 60 min horizon | RMSE44.76 | 8 | |
| Traffic flow prediction | LargeST 45 min horizon | RMSE (45 min)37.89 | 8 | |
| Traffic flow prediction | LargeST 30 min horizon | RMSE32.16 | 8 | |
| Traffic flow prediction | LargeST 15 min horizon | RMSE24.76 | 8 | |
| Time Series Forecasting | LargeST CA (test) | MSE44.25 | 4 | |
| Spatio-temporal Forecasting | LargeST GLA | MAE26.22 | 4 | |
| Spatio-temporal Forecasting | LargeST GBA | MAE27.32 | 4 | |
| Spatio-temporal Forecasting | LargeST SD | MAE24.01 | 4 | |
| Forecasting | LargeST CA (test) | WAPE12.68 | 3 | |
| Forecasting | LargeST GLA (test) | WAPE11 | 3 | |
| Forecasting | LargeST GBA (test) | WAPE11.48 | 3 | |
| Forecasting | LargeST SD (test) | WAPE (%)12.25 | 3 |
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