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Papers Benchmarks Datasets Tasks

ETTh1 dataset and benchmarks – Page 4 · SOTA2 Research

Research Datasets

ETTh1

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Multivariate Time Series Forecasting

ETTh1 horizon 720

0.444MSE

6

Multivariate Time Series Forecasting

ETTh1 horizon 336

0.408MSE

6

Probabilistic Forecasting

ETTh1 long term

0.349CRPS

6

Time Series Imputation

ETTh1 50% Missing Rate (test)

0.22MAE

5

Time Series Imputation

ETTh1 10% Missing Rate (test)

0.14MAE

5

Time Series Forecasting

ETTh1 Length 96 (test)

0.381Error

5

Backdoor Attack

ETTh1

2.07Mc Score

5

Time Series Forecasting

ETTh1

1.484MSE

4

Time-series forecasting

ETTh1

0.055MSE

4

Time Series Forecasting

ETTh1

6.6MSE

4

Time Series Forecasting

ETTh1 192 (test)

1.794NLL

4

Long-horizon forecasting

ETTh1 H=720 (test)

0.523MSE

4

Long-term forecasting

ETTh1 512 Look-back (Avg)

0.408MSE

4

Probabilistic Forecasting

ETTh1

-11.5Delta NLPD (%)

3

Long-term Multivariate Time Series Forecasting

ETTh1 Average (test)

0.381MSE

3

Time Series Forecasting

ETTh1 Standard (test)

0.369MSE

3

Causal Discovery

ETTh1 (Real)

76AUCadj

2

ETTh1 (val)

0.006MSE

2

Probabilistic Time Series Forecasting

ETTh1 (test)

0.276CRPS

1

Multivariate long-term forecasting

ETTh1 L=512 (test)

0.435MSE

1

Time Series Forecasting

ETTh1

—Primary metric

0

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Popular tasks

Time Series Forecasting Multivariate Time-series Forecasting Multivariate long-term forecasting Long-term forecasting Time Series Imputation

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