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Time Series Reconstruction research benchmarks · SOTA2 Research

Time Series Reconstruction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Latent ODE (ODE enc)

0.285MSE

51

Feb 26, 2026

30.15PSNR

13

Feb 26, 2026

76.81PRD

8

Feb 26, 2026

Physionet (test)

0.002MSE

7

Feb 26, 2026

GRACE Amazon exemplary grid cell 1.0 degree (2002-2020 overlap period)

1Correlation Coefficient

5

Jun 24, 2026

GRACE South American domain basin-mean 1.0 degree grid (2002-2020 overlap period)

1Correlation Coefficient

5

Jun 24, 2026

Sentinel-2 Cropland

Proposed Method

0.016MAE

3

May 7, 2026

Sentinel-2 Forest

Proposed Method

0.007MAE

3

May 7, 2026

Sentinel-2 Urban

Proposed Method

0.012MAE

3

May 7, 2026

Activity (test)

6.279MSE

3

Feb 26, 2026

EEG Eye State UCI continuous (test)

0.5Discriminative Score

2

Feb 26, 2026

Beijing Air Quality multivariate UCI (test)

0.5Discriminative Score

2

Feb 26, 2026

Stock daily historical data (test)

0.494Discriminative Score

2

Feb 26, 2026

Rough Volatility high-frequency synthetic (test)

0.5Discriminative Score

2

Feb 26, 2026

Popular datasets

GRACE Sentinel-2 PTB-XL MuJoCo Activity

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