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Spatiotemporal forecasting research benchmarks – Page 2 · SOTA2 Research

Spatiotemporal forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PEMS03 Horizon 12 (test)

15.88MAE

8

Feb 26, 2026

14.82MSE

8

Feb 26, 2026

Sentinel-2 (test)

0.012L1 Loss

7

Mar 17, 2026

Gneiting GP (test)

1.38NLL

5

Apr 16, 2026

Beijing Multi-Site Air Quality UCI repository (test)

-1.82NLL

5

Apr 16, 2026

Kuramoto-Sivashinsky equation L = 22 (test)

1.589NRMSE

3

Jun 19, 2026

ERA5 western Europe CNW (test)

0.07NLL

3

Apr 16, 2026

Page 2 of 2

Popular datasets

Global ocean-weather-land Mianyang Shaoxing Zhuhai PEMS03

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