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Papers Benchmarks Datasets Tasks

Multivariate long-term forecasting research benchmarks · SOTA2 Research

Multivariate long-term forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.351MSE

509

Jul 2, 2026

0.128MSE

245

Jun 9, 2026

0.166MSE

196

Jun 26, 2026

0.336MSE

190

Apr 28, 2026

0.358MSE

183

Jun 26, 2026

0.268MSE

182

Jun 26, 2026

0.121MSE

120

Jul 2, 2026

1.319MSE

60

May 20, 2026

ETTh1 T=720 (test)

0.35MSE

51

Feb 26, 2026

ETTh1 T=96 (test)

0.343MSE

48

Feb 26, 2026

ETTm1 T=96 (test)

0.279MSE

39

Feb 26, 2026

ETTh1 T=192 (test)

0.376MSE

37

Feb 26, 2026

ETTm1 v1 (test)

0.279MSE

31

Jun 26, 2026

Exchange v1 (test)

0.083MSE

29

May 21, 2026

0.336MSE

29

Jun 1, 2026

Electricity T=96 (test)

0.123MSE

23

Feb 26, 2026

Weather v1 (test)

0.141MSE

22

Jun 26, 2026

ETTh2 v1 (test)

0.269MSE

21

Jun 26, 2026

ETTh1 v1 (test)

0.349MSE

21

Jun 26, 2026

ETTm2 v1 (test)

0.155MSE

21

Jun 26, 2026

0.253MSE

21

Apr 21, 2026

ETTm2 standard (test)

Multi-Scale Residual-Aware Representation Learning Pipeline

0.037MSE

18

Jun 11, 2026

Traffic standard (test)

Multi-Scale Residual-Aware Representation Learning Pipeline

0.126MSE

17

Jun 11, 2026

Illness v1 (test)

1.819MSE

15

Feb 26, 2026

ETTm1 T=720 (test)

0.417MSE

15

Feb 26, 2026

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