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

Imputation research benchmarks – Page 4 · SOTA2 Research

Imputation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Electricity 60% missing rate

0.891MAE

8

Feb 26, 2026

Electricity 50% missing rate

0.876MAE

8

Feb 26, 2026

Electricity 40% missing rate

0.869MAE

8

Feb 26, 2026

Electricity 30% missing rate

0.79MAE

8

Feb 26, 2026

Electricity 20% missing rate

0.763MAE

8

Feb 26, 2026

Solar Scenario 2

0.093RMSE

7

Jun 23, 2026

Electricity Scenario 2

0.088RMSE

7

Jun 23, 2026

Audio Scenario 2

0.075RMSE

7

Jun 23, 2026

Solar Scenario 1

0.066RMSE

7

Jun 23, 2026

Electricity Scenario 1

0.083RMSE

7

Jun 23, 2026

fm-impute-bench known covariates setting

0.077NMAE

7

Jun 5, 2026

NSDUH 30% MCAR (test)

39Ordinal MACE

7

Jun 5, 2026

PATH 30% MCAR (test)

0.452Ordinal MACE

7

Jun 5, 2026

0.367Ordinal MACE

7

Jun 5, 2026

0.433Ordinal MACE

7

Jun 5, 2026

2.22MAE

7

Apr 20, 2026

ComCri MAR 30% missingness (test)

0.102NRMSE

7

Feb 26, 2026

ComCri MCAR 30% missingness (test)

0.098NRMSE

7

Feb 26, 2026

eICU MAR 30% missingness

0.125NRMSE

7

Feb 26, 2026

eICU MCAR 30% missingness

0.124NRMSE

7

Feb 26, 2026

Concrete (30% MAR)

0.134NRMSE

7

Feb 26, 2026

Concrete 30% MCAR

0.115NRMSE

7

Feb 26, 2026

NHANES 30% missingness MAR

0.088NRMSE

7

Feb 26, 2026

NHANES 30% missingness MCAR

0.087NRMSE

7

Feb 26, 2026

Six Datasets MCAR/MAR 30% missingness

1.25NRMSE

7

Feb 26, 2026

Page 4 of 6

Popular datasets

Electricity NHANES MIMIC Concrete AutoMPG

Follow for updates

Join SOTA2 Contact