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Papers Benchmarks Datasets Tasks

ETT dataset and benchmarks – Page 6 · SOTA2 Research

Research Datasets

ETT

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Multivariate Time Series Forecasting

ETTm2 720

0.34MSE

14

Multivariate Time Series Forecasting

ETTm1 720

0.411MSE

14

Probabilistic forecasting

ETTm2

0.049CRPS

13

Time Series Forecasting

ETT2 (D)

362.096RMSE

13

Time Series Forecasting

ETT2 Weekly

1,597.126MAE

13

Time Series Forecasting

ETT1 Weekly

874.218MAE

13

Time Series Forecasting

ETT1 Daily

144.588MAE

13

Time Series Forecasting

ETT1 Hourly

5.258MAE

13

Time Series Forecasting

ETTm2

5.08RRMSE

12

Time Series Forecasting

ETTm1

9.94RRMSE

12

Time Series Forecasting

ETTh1

10.24RRMSE

12

Time Series Forecasting

ETTh1 -> ETTh2

0.338MSE

12

Probabilistic Forecasting

ETTh2

0.082CRPS

12

Time-series Imputation

ETT Avg

0.05MSE

12

Multivariate long-term forecasting

ETT

0.344MSE

12

Probabilistic Time Series Forecasting

ETTh2

0.174CRPS

12

Probabilistic Time Series Forecasting

ETTh1

0.31CRPS

12

Probabilistic Time Series Forecasting

ETTm2

0.166CRPS

12

Probabilistic Time Series Forecasting

ETTm1

0.279CRPS

12

Long-term Time Series Forecasting

ETTm1

26.8NMAE

12

Time Series Forecasting

ETT h2 → m1, horizon 720 (test)

1.712MSE

12

Time Series Forecasting

ETT h2 → m1, horizon 96 (test)

0.794MSE

12

Time Series Forecasting

ETT h2 → m2, horizon 720 (test)

1.274MSE

12

Time Series Forecasting

ETT h2 → m2, horizon 96 (test)

0.708MSE

12

Time Series Forecasting

ETT h2 → h1, horizon 720 (test)

0.492MSE

12

Page 6 of 13

Popular tasks

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

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