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Papers Benchmarks Datasets Tasks

Imputation research benchmarks · SOTA2 Research

Imputation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

facialexpression

0.005RMSE

195

Jul 7, 2026

4.16PRD

162

Feb 26, 2026

Superconductivity (MAR)

0.096RMSE

72

Jul 7, 2026

Superconductivity (MCAR)

0.091RMSE

72

Jul 7, 2026

Superconductivity MNAR

0.272RMSE

70

Jul 7, 2026

0.51RMSE

67

Jul 7, 2026

Facial expression dataset (MNAR)

0.158Wasserstein Distance

66

Jul 7, 2026

Facial expression dataset MCAR

0.153Wasserstein Distance

65

Jul 7, 2026

Facial expression dataset (MAR)

0.154Wasserstein Distance

64

Jul 7, 2026

powerplant MCAR

0.567RMSE

64

Jul 7, 2026

0.806Wasserstein Distance

63

Jul 7, 2026

0.643Wasserstein Distance

63

Jul 7, 2026

0.607Wasserstein Distance

63

Jul 7, 2026

powerplant MNAR

0.532RMSE

63

Jul 7, 2026

PhysioNet Natural (80%) + Additional Missing 2012

0.049MSE

45

Feb 26, 2026

0.043MSE

37

Mar 13, 2026

OpinionQA MNAR 140 opinion variables (W26 to W82) American Trends Panel

0.026Median Absolute Error

36

Jun 9, 2026

OpinionQA MCAR 140 opinion variables (W26 to W82) American Trends Panel

0.026Median Absolute Error

36

Jun 9, 2026

Sleep EDF Drop 6 Channel

98.04PRD

24

Feb 26, 2026

Sleep EDF Drop 3 Channel

96.75PRD

24

Feb 26, 2026

Sleep EDF Drop 1 Channel

96.88PRD

24

Feb 26, 2026

PhysioNet Challenge 2012 (test)

0.186MAE

21

Feb 26, 2026

Milan telecommunications INTERNET

0.09MAE

13

May 13, 2026

Milan telecommunications CALL-OUT

0.086MAE

13

May 13, 2026

Milan telecommunications CALL-IN

0.074MAE

13

May 13, 2026

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