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Papers Benchmarks Datasets Tasks

Spatiotemporal Imputation research benchmarks · SOTA2 Research

Spatiotemporal Imputation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

12.66MAE

24

Jun 8, 2026

13.74MAE

13

Jun 8, 2026

14.76MAE

13

Jun 8, 2026

AQI point missing, ρ=20%

7.83MAE

13

Jun 8, 2026

Air-36 point missing, ρ=20%

9.54MAE

13

Jun 8, 2026

Synthetic Dataset σ = 0.3 (test)

0.34MAE

7

Jun 8, 2026

Synthetic Dataset σ = 0.1 (test)

0.23MAE

7

Jun 8, 2026

AQI36 Simulated failures

11.313MAE

4

Jun 2, 2026

AQI Simulated failures

13.573MAE

4

Jun 2, 2026

PEMS-BAY Point missing

0.615MAE

4

Jun 2, 2026

METR-LA Point missing

1.761MAE

4

Jun 2, 2026

PEMS-08 Block missing

13.43MAE

4

Jun 2, 2026

14.185MAE

4

Jun 2, 2026

PEMS-04 Block missing

17.55MAE

4

Jun 2, 2026

PEMS-03 Block missing

10.142MAE

4

Jun 2, 2026

PEMS-BAY Block missing

1.007MAE

4

Jun 2, 2026

METR-LA Block missing

1.849MAE

4

Jun 2, 2026

Popular datasets

AQI PEMS Synthetic dataset METR-LA PEMS-BAY

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