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Papers Benchmarks Datasets Tasks

Multivariate Time-series Forecasting research benchmarks – Page 10 · SOTA2 Research

Multivariate Time-series Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Multi100 720 (test)

0.038MSE

8

Feb 26, 2026

Multi100 336 (test)

0.016MSE

8

Feb 26, 2026

Multi100 192 (test)

0.008MSE

8

Feb 26, 2026

Multi100 96 (test)

0.003MSE

8

Feb 26, 2026

Multi50 720 (test)

0.037MSE

8

Feb 26, 2026

Multi50 336 (test)

0.018MSE

8

Feb 26, 2026

Multi50 192 (test)

0.009MSE

8

Feb 26, 2026

Multi50 96 (test)

0.004MSE

8

Feb 26, 2026

Multi20 720 (test)

0.035MSE

8

Feb 26, 2026

Multi20 336 (test)

0.015MSE

8

Feb 26, 2026

Multi20 192 (test)

0.011MSE

8

Feb 26, 2026

Multi20 96 (test)

0.003MSE

8

Feb 26, 2026

16.08MAE@3

8

Feb 26, 2026

ILI full (test)

2.77MSE

8

Feb 26, 2026

COVID-19 28 Day horizon 1/22/2020 to 5/10/2020

19.3MAPE

8

Feb 26, 2026

0.179MAE

7

Jun 5, 2026

0.381MAE

7

Jun 5, 2026

0.641Relative MSE (%)

7

Feb 26, 2026

71.7Relative MSE

7

Feb 26, 2026

73.6Relative MSE (%)

7

Feb 26, 2026

67Relative MSE

7

Feb 26, 2026

0.218MAE

6

May 1, 2026

Electricity, Traffic, Weather, Solar-Energy Aggregate

0.275Overall MSE

6

Apr 8, 2026

0.24MSE

6

Mar 24, 2026

0.239MSE

6

Mar 24, 2026

Page 10 of 13

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