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Papers Benchmarks Datasets Tasks

Multivariate Time-series Forecasting research benchmarks – Page 5 · SOTA2 Research

Multivariate Time-series Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ETTm1 Horizon 192 (test)

0.339MSE

14

Mar 24, 2026

ETTh2 Horizon 96 (test)

0.271MSE

14

Mar 24, 2026

Traffic standard (test)

0.387MSE

14

May 11, 2026

ETTh2 v1 (test)

0.234MAE

14

May 21, 2026

0.379MSE

14

Mar 24, 2026

0.368MSE

14

Mar 24, 2026

0.289MSE

14

Mar 24, 2026

0.23MSE

14

Mar 24, 2026

0.182MSE

14

Mar 24, 2026

0.138MSE

14

Mar 24, 2026

0.329MSE

14

Mar 24, 2026

0.309MSE

14

Mar 24, 2026

0.259MSE

14

Mar 24, 2026

0.34MSE

14

Mar 24, 2026

0.211MSE

14

Mar 24, 2026

0.158MSE

14

Mar 24, 2026

0.411MSE

14

Mar 24, 2026

0.324MSE

14

Mar 24, 2026

0.051MAE

14

Feb 27, 2026

0.052MAE

14

Feb 27, 2026

0.011MAE

14

Feb 27, 2026

Flight In-Distribution

0.255MAE

13

Jun 2, 2026

Solar In-Distribution

0.194MAE

13

Jun 2, 2026

ECL In-Distribution

0.24MAE

13

Jun 2, 2026

Weather In-Distribution

0.225MAE

13

Jun 2, 2026

Page 5 of 13

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