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Papers Benchmarks Datasets Tasks

ETT dataset and benchmarks – Page 10 · SOTA2 Research

Research Datasets

ETT

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Conditional Generation

ETTm1

0.197WAPE

7

Time Series Forecasting

ETTm2 → ETTh2

0.314MSE

7

Probabilistic forecasting

ETT1 Hourly horizon 720

0.29WQL

7

ETT Dataset

0.058MAE

7

Multivariate long-term time series forecasting

ETTh2 O=720 (test)

0.42MSE

7

Multivariate long-term time series forecasting

ETTm2 O=720 (test)

0.397MSE

7

Multivariate long-term time series forecasting

ETTm2 O=336 (test)

0.299MSE

7

Multivariate long-term time series forecasting

ETTm2 O=192 (test)

0.241MSE

7

Time Series Forecasting

ETTm2 -> ETTm1 (test)

0.414MSE

7

Time Series Forecasting

ETTm1 -> ETTm2 (test)

0.268MSE

7

Time Series Forecasting

ETTm1 -> ETTh2 (test)

0.381MSE

7

Time Series Forecasting

ETTh2

3.02Unsupervised Pretraining Time (s)

6

Time Series Forecasting

ETT m1 -> h2

0.354MSE

6

Probabilistic Forecasting

ETTh1

0.103CRPS

6

Time Series Forecasting

ETTm2

0.147MSE (10 min)

6

Time Series Forecasting

ETTm1

0.361MSE (10min)

6

Probabilistic Forecasting

ETTh1

0.27CRPS

6

Time-series forecasting

ETTm1 H=96 (test)

1.41Sharpness

6

Time Series Forecasting

ETTh1

10.39MSE

6

Probabilistic Forecasting

ETTm2 long term

0.239CRPS

6

Probabilistic Forecasting

ETTh2 long term

0.315CRPS

6

Unconditional Time Series Generation

ETTh1

0.202C-FID

6

Long-term Time Series Forecasting

ETTh2 to ETTm2

0.272MSE

6

Long-term Time Series Forecasting

ETTh1 to ETTm2

0.273MSE

6

Time Series Forecasting

ETTm1

14.43Pretraining Time (s)

5

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Popular tasks

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

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