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Papers Benchmarks Datasets Tasks

Air pollution prediction research benchmarks · SOTA2 Research

Air pollution prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

KnowAir 4-year (Sub-dataset 3)

43.19RMSE

7

Feb 26, 2026

KnowAir 4-year (Sub-dataset 2)

31.29RMSE

7

Feb 26, 2026

KnowAir 4-year (Sub-dataset 1)

19.34RMSE

7

Feb 26, 2026

Ireland 2020–2021

6.89RMSE (NO2)

1

Apr 7, 2026

China, EU, USA 2012–2021

19.6RMSE (O3)

1

Apr 7, 2026

BTH, China 2014–2019

Xu et al (2023)

13.3Avg NO2 RMSE

1

Apr 7, 2026

China 2013–2020

11.5RMSE (NO2)

1

Apr 7, 2026

China 2018–2020

8.44RMSE (NO2)

1

Apr 7, 2026

China 2014–2015

10.36RMSE (SO2)

1

Apr 7, 2026

Popular datasets

KnowAir China BTH, China China, EU, USA Ireland

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