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Spatiotemporal forecasting research benchmarks · SOTA2 Research

Spatiotemporal forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

E-PEMS-BAY (test)

0.916MAE

36

Jun 25, 2026

Wabash River (test)

2.945MAE

36

Jun 25, 2026

Solar-Energy (test)

0.238MAE

27

Jun 25, 2026

Global ocean-weather-land 300-day forecast

0.967RMSE

12

May 12, 2026

Global ocean-weather-land 240-day forecast

0.938RMSE

12

May 12, 2026

Global ocean-weather-land 180-day forecast

0.898RMSE

12

May 12, 2026

Global ocean-weather-land 120-day forecast

0.858RMSE

12

May 12, 2026

2.225MAE

12

Mar 24, 2026

Zhuhai 100 (train)

2.924MAE

12

Mar 24, 2026

Zhuhai 20 Instances (train)

3.237MAE

12

Mar 24, 2026

Shaoxing (train)

1.982MAE

12

Mar 24, 2026

Shaoxing 100 Instances (train)

2.08MAE

12

Mar 24, 2026

Shaoxing 20 Instances (train)

2.205MAE

12

Mar 24, 2026

Mianyang 500 (train)

0.836MAE

12

Mar 24, 2026

Mianyang 100 (train)

0.954MAE

12

Mar 24, 2026

Mianyang 20 (train)

0.996MAE

12

Mar 24, 2026

PEMS-BAY (test)

1.16MAE (Horizon 3)

11

Feb 26, 2026

25.713CRPS

10

Mar 6, 2026

Navier-Stokes (NS) (test)

0.048NRMSE

9

May 18, 2026

Active Matter (AM) (test)

0.316NRMSE

9

May 18, 2026

0.267NRMSE

9

May 18, 2026

22.53NRMSE

9

May 18, 2026

Shallow Water (SW) (test)

0.005NRMSE

9

May 18, 2026

PEMS08 Horizon 12 (test)

16.88MAE

8

Feb 26, 2026

PEMS04 Horizon 12 (test)

20.4MAE

8

Feb 26, 2026

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Global ocean-weather-land Mianyang Shaoxing Zhuhai PEMS03

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