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Air Quality Prediction research benchmarks · SOTA2 Research

Air Quality Prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

US-PM original (test)

3.53MAE

20

Mar 19, 2026

China-AQI original (test)

17.03MAE

20

Mar 19, 2026

KnowAir original (test)

16.92MAE

20

Mar 19, 2026

0.937FC

9

Jun 9, 2026

Air Quality checkerboard split, δ = 8°

0.39R^2

8

Apr 23, 2026

Air Quality (UAR 50/50 spatial split)

0.671R^2

8

Apr 23, 2026

OpenAQ CO 2019 (val)

0.59RMSE

5

Feb 26, 2026

OpenAQ SO2 2019 (val)

13.3RMSE

5

Feb 26, 2026

OpenAQ NO2 2019 (val)

23.9RMSE

5

Feb 26, 2026

OpenAQ PM10 2019 (val)

48.8RMSE (Concentration Unit)

5

Feb 26, 2026

OpenAQ PM2.5 2019 (val)

28RMSE

5

Feb 26, 2026

OpenAQ O3 2019 (val)

57.9RMSE

4

Feb 26, 2026

Air quality NO2 (train test)

0.988Relative RMSE

4

Feb 26, 2026

Popular datasets

OpenAQ Air quality KnowAir China-AQI US-PM

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