Air quality
Benchmarks
TaskDatasetSOTA resultTrendResults
air quality
9.296MAE
18
Air Quality R-212 → R-69, NO2
0.072Normalized MAE
16
Air Quality (test)
11.56MAE
11
Air-Quality 10% missing (test)
0.137MAE
10
Air Quality
0.937FC
9
Air quality
-1.84ΔDTW
9
Air Quality R-69 → R-212 (NO2) (test)
9.8Normalized RMSE
8
Air Quality R-69 → R-212 (O3) (test)
0.097Normalized RMSE
8
Air Quality R-212 → R-69 (NO2) (test)
0.133Normalized RMSE
8
Air Quality R-212 → R-69 (O3) (test)
0.087Normalized RMSE
8
Air Quality Average across Scenarios
7.8Normalized MAE
8
Air Quality R-69 → R-212, O3
7.6MAE (Normalized)
8
Air Quality R-212 → R-69, O3
7Normalized MAE
8
Air Quality 6h shift
0.98Cosine Similarity
8
Air Quality 5h shift
0.98Cosine Similarity
8
Air Quality 4h shift
0.98Cosine Similarity
8
Air Quality 3h shift
0.98Cosine Similarity
8
Air Quality 2h shift
0.98Cosine Similarity
8
Air Quality 1h shift
0.97Cosine Similarity
8
Air Quality checkerboard split, δ = 8°
0.39R^2
8
Air Quality (UAR 50/50 spatial split)
0.671R^2
8
Air Quality
25.291RMSE
8
Air Quality
20.241MAPE
8
Air Quality (6h shift)
1.17Mean Transport Error
7
Air Quality (5h shift)
1.07Mean Transport Error
7