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Papers Benchmarks Datasets Tasks

Missing Data Imputation research benchmarks · SOTA2 Research

Missing Data Imputation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

eICU Collaborative Research Database Simulation of Blockwise Missing Data n=5000, p=40

0.06RMSE

24

Feb 26, 2026

Exchange (test)

0.001MSE

21

Feb 26, 2026

eICU Collaborative Research Database Simulation of Blockwise Missing Data (n=5000, p=40)

0.065RMSE

16

Feb 26, 2026

0.172Avg Error

11

Feb 26, 2026

16.9Average Error

11

Feb 26, 2026

0.151Avg Error

11

Feb 26, 2026

0.06Avg Error

11

Feb 26, 2026

0.222Average Error

11

Feb 26, 2026

0.205Average Error

11

Feb 26, 2026

0.215AvgErr

11

Feb 26, 2026

0.067Average Error

11

Feb 26, 2026

0.15Average Error

11

Feb 26, 2026

22.7Avg Error

11

Feb 26, 2026

0.015AvgErr

11

Feb 26, 2026

0.237Average Error

11

Feb 26, 2026

0.073Average Error

11

Feb 26, 2026

0.155Avg Error

11

Feb 26, 2026

Breast 30% MCAR

17.8Avg Error

11

Feb 26, 2026

0.095Average Error

11

Feb 26, 2026

0.129Average Error

11

Feb 26, 2026

Adult 30% MCAR (test)

0.15Average Error

11

Feb 26, 2026

0.002MSE

10

Feb 26, 2026

0.001MSE

10

Feb 26, 2026

Synthetic data 30% MCAR

0.023Training Time

7

Mar 24, 2026

81.64Micro AUPRC

7

Feb 26, 2026

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