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Papers Benchmarks Datasets Tasks

Univariate Time Series Forecasting research benchmarks – Page 2 · SOTA2 Research

Univariate Time Series Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

M4 Daily M-competition

0.023sCRPS

5

Mar 18, 2026

M3 M-competition

0.034sCRPS

5

Mar 18, 2026

M3 Monthly M-competition

0.093sCRPS

5

Mar 18, 2026

M1 Yearly M-competition

0.119sCRPS

5

Mar 18, 2026

0.135sCRPS

5

Mar 18, 2026

0.363MSE

5

Feb 26, 2026

0.223MSE

5

Feb 26, 2026

0.002MSE

2

Feb 26, 2026

0.126MSE

2

Feb 26, 2026

Electricity (test)

0.267MSE

2

Feb 26, 2026

ETTm2 v1 (test)

0.118MSE

2

Feb 26, 2026

0.238NRMSE

2

Feb 26, 2026

Page 2 of 2

Popular datasets

M-competition ETT M4 CLUSTER Weather

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