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Papers Benchmarks Datasets Tasks

Imputation research benchmarks – Page 6 · SOTA2 Research

Imputation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

121MAPE

5

May 4, 2026

190.7MAPE (%)

5

May 4, 2026

0.029Average CRPS

5

Feb 26, 2026

0.014Average CRPS

5

Feb 26, 2026

0.017Average CRPS

5

Feb 26, 2026

0.02Average CRPS

5

Feb 26, 2026

Private Dataset City (test)

0.088MAE

5

Feb 26, 2026

Diabetes L (balanced)

61.61Accuracy

5

Feb 26, 2026

0.54KS

4

Feb 26, 2026

0.34KS

4

Feb 26, 2026

0.54KS Statistic

4

Feb 26, 2026

5.71Mean Error

3

Feb 26, 2026

0.892SCC

3

Feb 26, 2026

0.76SCC

3

Feb 26, 2026

0.163NRMSE

2

May 8, 2026

PhysioNet MCAR 10/50/90% avg (test)

—

—Primary metric

0

Feb 26, 2026

HAR MCAR 10/50/90% avg (test)

—

—Primary metric

0

Feb 26, 2026

AirQuality MCAR 10/50/90% avg (test)

—

—Primary metric

0

Feb 26, 2026

CMAPSS MCAR 10/50/90% avg (test)

—

—Primary metric

0

Feb 26, 2026

PEMS04 MCAR 10 50 90% avg (test)

—

—Primary metric

0

Feb 26, 2026

Gait MCAR 10/50/90% avg (test)

—

—Primary metric

0

Feb 26, 2026

GasSensor MCAR 10/50/90% avg (test)

—

—Primary metric

0

Feb 26, 2026

PM2.5 MCAR 10/50/90% avg (test)

—

—Primary metric

0

Feb 26, 2026

PEMS08 MCAR 10/50/90% avg (test)

—

—Primary metric

0

Feb 26, 2026

CNNpred MCAR 10/50/90% avg (test)

—

—Primary metric

0

Feb 26, 2026

Page 6 of 6

Popular datasets

Electricity NHANES MIMIC Concrete AutoMPG

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