Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Multivariate Time-series Forecasting research benchmarks – Page 6 · SOTA2 Research

Multivariate Time-series Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PEMS08 In-Distribution

0.186Mean Absolute Error (MAE)

13

Jun 2, 2026

PEMS07 In-Distribution

0.167MAE

13

Jun 2, 2026

PEMS03 In-Distribution

0.191MAE

13

Jun 2, 2026

ImputeFormer + Ours

0.175MSE

13

Feb 26, 2026

17.34MAE (Horizon 3)

13

Feb 26, 2026

1.26MAE Horizon 3

13

Feb 26, 2026

Weather full (test)

0.216MSE

13

Feb 26, 2026

0.48R2

12

Jun 15, 2026

0.766R2

12

Jun 15, 2026

74.4R2

12

Jun 15, 2026

0.769R2 Score

12

Jun 15, 2026

ZafNoo horizon 720

0.561MSE

12

Mar 24, 2026

ZafNoo horizon 336

0.523MSE

12

Mar 24, 2026

ZafNoo horizon 192

0.484MSE

12

Mar 24, 2026

ZafNoo horizon 96

0.42MSE

12

Mar 24, 2026

AQShunyi horizon 720

0.757MSE

12

Mar 24, 2026

AQShunyi horizon 336

0.694MSE

12

Mar 24, 2026

AQShunyi horizon 192

0.669MSE

12

Mar 24, 2026

AQShunyi horizon 96

0.524MSE

12

Mar 24, 2026

ZafNoo 5% few-shot

0.497MSE

12

Mar 24, 2026

AQShunyi 5% few-shot

0.681MSE

12

Mar 24, 2026

Weather 5% few-shot

0.224MSE

12

Mar 24, 2026

Solar 5% few-shot

0.213MSE

12

Mar 24, 2026

Traffic 5% few-shot

0.425MSE

12

Mar 24, 2026

Electricity 5% few-shot

0.168MSE

12

Mar 24, 2026

Page 6 of 13

Popular datasets

Weather Traffic Electricity ETT PEMS

Follow for updates

Join SOTA2 Contact