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Papers Benchmarks Datasets Tasks

ETT dataset and benchmarks – Page 4 · SOTA2 Research

Research Datasets

ETT

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

multivariate-to-univariate forecasting

ETTm2

0.06MSE

25

Time-series generation

ETT

50Discriminative Score

24

Synthetic time series generation

ETT

0.58FID Score

24

Time Series Forecasting

ETTh2 -> ETTm2 (test)

0.272MSE

24

Time Series Forecasting

ETTh1 10% training data (test)

0.421MSE

23

Time-series Imputation

ETT (Original In-Sample)

0.303MAE

22

Time-series Imputation

ETT Original (Out-of-Sample)

0.663MAE

22

Time Series Forecasting

ETTm2 (10% train)

0.248MSE

22

Time Series Forecasting

ETTm1

0.201MSE

22

Probabilistic Time Series Forecasting

ETTm2

0.107CRPS

22

Time Series Distillation

ETTh1

0.386L (Loss)

21

Time Series Forecasting

ETTm2

0.186MSE (Long-term)

21

Time Series Forecasting

ETTm1

0.343MSE (L)

21

Time Series Forecasting

ETTh2

0.326MSE (L)

21

Deterministic forecasting

ETT Avg TSFM-Bench

0.331MSE

21

Time Series Forecasting

ETTh2 -> ETTm1 (test)

0.73MSE

21

Long-term forecasting

ETTh1 T=96

0.361MSE

21

Multivariate long-term forecasting

ETTh1 v1 (test)

0.349MSE

21

Multivariate long-term forecasting

ETTm2 (Avg)

0.253MSE

21

Long-term Time Series Forecasting

ETTm1 to ETTh2

0.306MSE

21

Time-series Forecasting

ETTm2

0.18GFLOPs

20

Time series prediction

ETT (val)

0.051Average RMSE

20

Long-term Time Series Forecasting

ETTm1

-14.4RPD (%)

20

Probabilistic Forecasting

ETT Avg ProbTS

0.231CRPS

20

Time Series Forecasting

ETTm1

0.206CRPS

20

Page 4 of 13

Popular tasks

Time Series Forecasting Multivariate Time-series Forecasting Time Series Imputation Probabilistic Forecasting Probabilistic time series forecasting

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