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Time Series Imputation research benchmarks – Page 3 · SOTA2 Research

Time Series Imputation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Air-Quality 10% missing (test)

0.137MAE

10

Feb 26, 2026

AQI (in-sample)

13.1MAE

9

Feb 26, 2026

AQI-36 (in-sample)

10.51MAE

9

Feb 26, 2026

CER-E Point missing (test)

0.29MAE

9

Feb 26, 2026

CER-E Block missing (test)

0.42MAE

9

Feb 26, 2026

METR-LA Block missing (test)

2.03MAE

9

Feb 26, 2026

ETTh1 min-max [0, 1] (7-day gap)

0.014MSE

8

May 4, 2026

UCI_Elec_MT_320 min-max [0, 1] (7-day gap)

0.047MSE

8

May 4, 2026

UCI_Elec_MT_150 min-max [0, 1] (7-day gap)

0.11MSE

8

May 4, 2026

UCI Elec MT_001 min-max [0, 1] (7-day gap)

0.032MSE

8

May 4, 2026

WCMAnatGridRes1004 min-max [0, 1] (7-day gap)

0.007MSE

8

May 4, 2026

WCMA1011lig min-max [0, 1] (7-day gap)

0.019MSE

8

May 4, 2026

WCMA1010res min-max [0, 1] (7-day gap)

0.005MSE

8

May 4, 2026

UES_NH_Med min-max [0, 1] (7-day gap)

2.502MSE

8

May 4, 2026

SEMAResNstar1009 min-max [0, 1] (7-day gap)

0MSE

8

May 4, 2026

RIRes1012 min-max [0, 1] (7-day gap)

0.019MSE

8

May 4, 2026

RIInd1014 min-max [0, 1] (7-day gap)

0.117MSE

8

May 4, 2026

RICom1013 7-day gap min-max [0, 1]

0.086MSE

8

May 4, 2026

PepcoCOM min-max [0, 1] (7-day gap)

0.006MSE

8

May 4, 2026

ETTh1 30-day gap

0.028MSE

8

May 4, 2026

UCI Elec MT 320 30-day gap

0.017MSE

8

May 4, 2026

UCI_Elec_MT_150 30-day gap

0.037MSE

8

May 4, 2026

UCI_Elec_MT_001 30-day gap

0.016MSE

8

May 4, 2026

WCMAnatGridRes1004 30-day gap

0.006MSE

8

May 4, 2026

WCMA1011lig 30-day gap

0.022MSE

8

May 4, 2026

Page 3 of 6

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