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Papers Benchmarks Datasets Tasks

Imputation research benchmarks – Page 2 · SOTA2 Research

Imputation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Milan telecommunications SMS-OUT

0.097MAE

13

May 13, 2026

Milan telecommunications SMS-IN

0.067MAE

13

May 13, 2026

OpenML MCAR, Missing Probability 0.4 (test)

0MAD

13

Feb 26, 2026

88.58FS

13

Feb 26, 2026

0.038MSE

12

Feb 26, 2026

0.002MSE

12

Feb 26, 2026

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

0.026Median Absolute Error

11

Jun 9, 2026

FHN (FitzHugh Nagumo) missing-data regime (test)

0.04MSE

11

Feb 26, 2026

Human Activity (test)

0.219MAE

11

Feb 26, 2026

Air Quality (test)

11.56MAE

11

May 18, 2026

6 imputation tasks

0.158MSE

10

May 7, 2026

91FCR

9

Jun 18, 2026

Traffic Time-MMD

0.131MSE

9

Mar 10, 2026

Time-MMD Economy

0.017MSE

9

Mar 10, 2026

Time-MMD Climate

0.82Mean Squared Error

9

Mar 10, 2026

AQI36 Natural Missing Only (15-30%)

0.226MSE

9

Feb 26, 2026

Torus Synthetic

1.284RMSE

8

Jul 7, 2026

Sphere Synthetic

0.568RMSE

8

Jul 7, 2026

Two Circles Synthetic

1.24RMSE

8

Jul 7, 2026

fm-impute-bench univariate

1.33Inference Time (s/window)

8

Jun 5, 2026

fm-impute-bench univariate setting

0.243NMAE

8

Jun 5, 2026

0.72MSE

8

Feb 26, 2026

0.29MSE

8

Feb 26, 2026

0.21MSE

8

Feb 26, 2026

0.14MSE

8

Feb 26, 2026

Page 2 of 6

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Electricity NHANES MIMIC Concrete AutoMPG

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