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Papers Benchmarks Datasets Tasks

Time Series Imputation research benchmarks – Page 2 · SOTA2 Research

Time Series Imputation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

METR-LA Point missing (test)

1.9MAE

21

Feb 26, 2026

PEMS-BAY Point missing (test)

0.67MAE

21

Feb 26, 2026

PEMS-BAY Block missing (test)

1.05MAE

21

Feb 26, 2026

9.296MAE

18

Jun 5, 2026

ETTh1 v1 (test)

0.024MSE

16

Feb 26, 2026

Weather Time-wise missing

56.548MAPE

16

Feb 27, 2026

Weather Point-wise missing

47.52MAPE

16

Feb 27, 2026

ETT Time-wise missing

3.266MAPE

16

Feb 27, 2026

ETT Point-wise missing

2.657MAPE

16

Feb 27, 2026

0.01MSE

16

Feb 26, 2026

PhysioNet Challenge healthcare hourly time series with 48 time steps 2012 (test)

0.238CRPS

15

Feb 26, 2026

0.021MSE

14

Feb 26, 2026

0.05MSE

12

May 19, 2026

Yeast Time-wise missing

88.964MAPE

12

Feb 27, 2026

Yeast Point-wise missing

38.238MAPE

12

Feb 27, 2026

PhysioNet 90% missingness

0.448MAE

11

Jun 5, 2026

PhysioNet 50% missingness

0.288Mean Absolute Error (MAE)

11

Jun 5, 2026

PhysioNet 10% missingness

0.206MAE

11

Jun 5, 2026

PEMS-Bay (Original In-Sample)

0.154MAE

11

May 26, 2026

STOCK Original (In-Sample)

0.275MAE

11

May 26, 2026

PEMS-Bay (Original Out-of-Sample)

0.17MAE

11

May 26, 2026

STOCK (Original Out-of-Sample)

0.254MAE

11

May 26, 2026

0.037MSE

11

Feb 26, 2026

0.022MSE

11

Feb 26, 2026

ETT 10% missing (test)

0.092MAE

10

Feb 26, 2026

Page 2 of 6

Popular datasets

ETT Weather ETTh1 Yeast PEMS-BAY

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