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Papers Benchmarks Datasets Tasks

ETTh2 dataset and benchmarks – Page 3 · SOTA2 Research

Research Datasets

ETTh2

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Long-term time series forecasting

ETTh2 horizon 720

0.401MSE

9

Multivariate-to-multivariate forecasting

ETTh2 (val)

0.259MSE

8

Multivariate Time Series Forecasting

ETTh2 Horizon 720 (test)

0.433MSE

8

Multivariate Time Series Forecasting

ETTh2 Horizon 336 (test)

0.411MSE

8

Time Series Forecasting

ETTh2

0.017Inference Time (s)

7

Multivariate long-term time series forecasting

ETTh2 O=336 (test)

0.412MSE

7

Multivariate long-term time series forecasting

ETTh2 O=192 (test)

0.367MSE

7

Multivariate long-term time series forecasting

ETTh2 O=96 (test)

0.291MSE

7

Time-series Forecasting

ETTH2

0.16LULL MAE

6

Probabilistic Forecasting

ETTh2 Standard-scaled (test)

0.17CRPS

6

Probabilistic Forecasting

ETTh2 (test)

0.171CRPS

6

Time-series forecasting

ETTh2 H=192 (test)

1.59Sharpness

6

Probabilistic multivariate time series forecasting

ETTh2 (test)

0.358CRPS

6

Multivariate Time Series Forecasting

ETTh2 horizon 336

0.359MSE

6

Multivariate Time Series Forecasting

ETTh2 horizon 192

0.334MSE

6

Time Series Forecasting

ETTh2 Length 96 (test)

1.84Sharpness

6

Univariate forecasting

ETTh2 (test)

42.38Shape DTW

5

Time Series Forecasting

ETTh2 (test)

1.936NLL

4

Time Series Forecasting

ETTh2 192 (test)

1.857NLL

4

Adversarial Detection

ETTh2

1.4Offline FRR

4

Long-term forecasting

ETTh2 standard (test)

0.054MSE

2

Long-term Time Series Forecasting

ETTh2 conventional (test)

0.339CMSE

2

Multivariate long-term forecasting

ETTh2 L=512 (test)

0.256MSE

2

Univariate Time Series Forecasting

ETTh2 (test)

0.238NRMSE

2

Long-term Time Series Forecasting

ETTh2 horizon 192

349MSE

1

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Popular tasks

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

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