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Papers Benchmarks Datasets Tasks

ETTm2 dataset and benchmarks – Page 3 · SOTA2 Research

Research Datasets

ETTm2

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Multivariate Time Series Forecasting

ETTm2 Horizon 192 (test)

0.23MSE

8

Causal Discovery

ETTm2 (test)

97.7AUC

7

Multivariate long-term time series forecasting

ETTm2 O=96 (test)

0.176MSE

7

Time-Series Modeling

ETTM2 (test)

0.55LULL

6

Time-series forecasting

ETTm2 H=192 (test)

0.7Sharpness

6

Time-series forecasting

ETTm2 H=96 (test)

0.4Sharpness

6

Probabilistic multivariate time series forecasting

ETTm2 (test)

0.256CRPS

6

Multivariate Time Series Forecasting

ETTm2 horizon 720

0.356MSE

6

Multivariate Time Series Forecasting

ETTm2 horizon 192

0.218MSE

6

Regular Time Series Forecasting

ETTm2 (test)

0.214MSE

6

Time Series Forecasting

ETTm2 (Full data)

0.239MSE

5

Time Series Forecasting

ETTm2 Length 96 (test)

0.171Error

5

Time Series Forecasting

ETTm2 Overall (test)

1.863NLL

4

Time series forecasting

ETTm2

33MSE

2

Long-term Time Series Forecasting

ETTm2 conventional (test)

0.269CMSE

2

Probabilistic Time Series Forecasting

ETTm2 (test)

0.114CRPS

2

Univariate Time Series Forecasting

ETTm2 v1 (test)

0.118MSE

2

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Popular tasks

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

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