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Papers Benchmarks Datasets Tasks

Time Series Forecasting research benchmarks – Page 8 · SOTA2 Research

Time Series Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Cheetah MuJoCo D (test)

0.65MSE

26

Jun 2, 2026

PAXGUSDT Delay 15% v1 (test)

0.029MSE

26

Mar 24, 2026

ETTh1 Horizon 96 (test)

0.352MSE

26

May 19, 2026

91.7Average Win Rate

25

May 15, 2026

0.143CRPS

25

Feb 26, 2026

0.218MSE

25

Feb 27, 2026

COVID-19 79 regions

51.31RMSE

24

Jun 12, 2026

Walker MuJoCo D (test)

0.73MSE

24

Jun 2, 2026

Hopper MuJoCo D (test)

0.43MSE

24

Jun 2, 2026

0.474MSE

24

May 21, 2026

14 Time Series Datasets (test)

14,047MSE

24

Mar 31, 2026

Motor industrial sensor suite (test)

0.118MAE

24

Feb 26, 2026

0.786MSE

24

Feb 26, 2026

HINTS TimeMixer

0.38MSE

24

Feb 26, 2026

HINTS TimeMixer

0.481MSE

24

Feb 26, 2026

0.88MSE

24

Feb 26, 2026

ETTm2 v1 (test)

iTransformer + DPAD

0.312MSE

24

Feb 26, 2026

ETTh2 v1 (test)

iTransformer + DPAD

0.416MSE

24

Feb 26, 2026

0.149MSE

24

May 7, 2026

ETTh2 -> ETTm2 (test)

0.272MSE

24

Feb 26, 2026

GIFT-Eval (aggregate)

0.69Relative MASE

23

May 11, 2026

ETTh2 10% train (test)

0.341MSE

23

Apr 1, 2026

ETTh1 10% training data (test)

0.421MSE

23

Apr 1, 2026

Traffic Standard (test)

0.367MSE

23

Jun 1, 2026

0.667sCRPS

22

May 28, 2026

Page 8 of 56

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