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Papers Benchmarks Datasets Tasks

Imputation research benchmarks – Page 3 · SOTA2 Research

Imputation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.24MSE

8

Feb 26, 2026

0.07MSE

8

Feb 26, 2026

0.02MSE

8

Feb 26, 2026

0.42MSE

8

Feb 26, 2026

0.38MSE

8

Feb 26, 2026

0.74MSE

8

Feb 26, 2026

MIMIC 50% MNAR missingness

0.105NRMSE

8

Feb 26, 2026

MIMIC 30% MNAR missingness

0.057NRMSE

8

Feb 26, 2026

MIMIC 10% MNAR missingness

0.037NRMSE

8

Feb 26, 2026

AutoMPG MNAR (50% missingness)

0.139NRMSE

8

Feb 26, 2026

AutoMPG MNAR (30% missingness)

0.098NRMSE

8

Feb 26, 2026

AutoMPG MNAR 10% missingness

0.064NRMSE

8

Feb 26, 2026

Concrete 50% MNAR

0.233NRMSE

8

Feb 26, 2026

Concrete 30% MNAR

0.146NRMSE

8

Feb 26, 2026

Concrete 10% MNAR

0.074NRMSE

8

Feb 26, 2026

NHANES MNAR (50% missingness)

0.138NRMSE

8

Feb 26, 2026

NHANES MNAR (30% missingness)

0.11NRMSE

8

Feb 26, 2026

NHANES MNAR (10% missingness)

0.079NRMSE

8

Feb 26, 2026

ComCri 50% missingness MNAR (test)

0.147NRMSE

8

Feb 26, 2026

ComCri MNAR 30% missingness (test)

0.109NRMSE

8

Feb 26, 2026

ComCri MNAR 10% missingness (test)

0.091NRMSE

8

Feb 26, 2026

Six datasets aggregated (test)

1.56NRMSE

8

Feb 26, 2026

Electricity 90% missing rate

0.933MAE

8

Feb 26, 2026

Electricity 80% missing rate

0.908MAE

8

Feb 26, 2026

Electricity 70% missing rate

0.898MAE

8

Feb 26, 2026

Page 3 of 6

Popular datasets

Electricity NHANES MIMIC Concrete AutoMPG

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