KnowAir
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Air Quality Forecasting | KnowAir | MAE7.58 | 49 | |
| Air Quality Prediction | KnowAir original (test) | MAE16.92 | 20 | |
| Long-Term Time Series Forecasting | KnowAir PM2.5-bthsa (test) | MSE1,206.149 | 9 | |
| Long-Term Time Series Forecasting | KnowAir O3-bthsa (test) | MSE940.284 | 9 | |
| Long-term Time Series Forecasting | KnowAir | O3 MSE (bthsa)940.284 | 9 | |
| Air pollution prediction | KnowAir 4-year (Sub-dataset 3) | RMSE43.19 | 7 | |
| Air pollution prediction | KnowAir 4-year (Sub-dataset 2) | RMSE31.29 | 7 | |
| Air pollution prediction | KnowAir 4-year (Sub-dataset 1) | RMSE19.34 | 7 | |
| Spatio-temporal Prediction | KnowAir 96→96 | MAE17.3852 | 2 |
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