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Papers Benchmarks Datasets Tasks

Data Imputation research benchmarks – Page 2 · SOTA2 Research

Data Imputation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Diabetes (1/3 omitted)

63.21Accuracy

16

Feb 26, 2026

0.095MAE

14

Feb 26, 2026

0.077MAE

14

Feb 26, 2026

0.148MAE

14

Feb 26, 2026

0.104MAE

14

Feb 26, 2026

63.18Accuracy

14

Feb 26, 2026

54.46Accuracy

13

Feb 26, 2026

0.821RMSE

10

May 18, 2026

PhysioNET (test)

0.934RMSE

10

May 18, 2026

eICU MNAR 50% missingness

0.148NRMSE

8

Feb 26, 2026

eICU MNAR 30% missingness

0.145NRMSE

8

Feb 26, 2026

eICU MNAR 10% missingness

0.125NRMSE

8

Feb 26, 2026

Restaurant 30% Missing Rate

61.538Accuracy (%)

5

Feb 27, 2026

Restaurant 20% Missing Rate

65.385Accuracy

5

Feb 27, 2026

Restaurant 10% Missing Rate

61.538Accuracy

5

Feb 27, 2026

98.5Accuracy

5

Feb 26, 2026

88.4Accuracy

5

Feb 26, 2026

0.32MI (dev)

4

Feb 26, 2026

0.3MI (dev)

4

Feb 26, 2026

0.1MI

4

Feb 26, 2026

0.13RMSE

4

Feb 26, 2026

0.16RMSE

4

Feb 26, 2026

0.13RMSE

4

Feb 26, 2026

0.158NRMSE

2

Feb 26, 2026

0.112NRMSE

2

Feb 26, 2026

Page 2 of 3

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