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Papers Benchmarks Datasets Tasks

Multivariate Forecasting research benchmarks – Page 2 · SOTA2 Research

Multivariate Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PEMS07 prediction length 12 (test)

0.067MSE

11

Feb 26, 2026

PEMS04 prediction length 96 (test)

0.114MSE

11

Feb 26, 2026

PEMS04 prediction length 48 (test)

0.099MSE

11

Feb 26, 2026

PEMS04 prediction length 24 (test)

0.084MSE

11

Feb 26, 2026

PEMS04 prediction length 12 (test)

0.073MSE

11

Feb 26, 2026

PEMS03 prediction length 96 (test)

0.164MSE

11

Feb 26, 2026

PEMS03 prediction length 48 (test)

0.125MSE

11

Feb 26, 2026

PEMS03 prediction length 24 (test)

0.085MSE

11

Feb 26, 2026

PEMS03 prediction length 12 (test)

0.066MSE

11

Feb 26, 2026

0.158MSE

9

May 12, 2026

0.79MSE

8

Jul 8, 2026

0.12MSE

7

Jun 4, 2026

0.1MSE

7

Jun 4, 2026

0.076MSE

7

Jun 4, 2026

PPICU (holdout)

0.017MSE

6

Mar 26, 2026

MIMIC-IV (holdout)

0.027MSE

6

Mar 26, 2026

HiRID (holdout)

0.021MSE

6

Mar 26, 2026

3-variable simulated dataset

0.089MAE

4

May 15, 2026

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Popular datasets

PEMS PEMS03 PEMS04 ETT PeMS08

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