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Papers Benchmarks Datasets Tasks

ETTm1 dataset and benchmarks – Page 3 · SOTA2 Research

Research Datasets

ETTm1

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Time-Series Forecasting

ETTm1

2.31Average MAPE Error Reduction

10

Time Series Point Forecasting

ETTm1 TSLib (test)

0.316MSE

10

Time Series Forecasting

ETTm1 2160

0.507MSE

10

Synchronous Time Series Super-Resolution (SSR)

ETTm1

0.026MSE

9

Time Series Forecasting

ETTm1 Average

0.371MSE

9

Counterfactual Time Series Forecasting

ETTm1 (test)

7.93DTTC-I

9

Time Series Forecasting

ETTm1

0.341MSE

9

Multivariate-to-multivariate forecasting

ETTm1 (val)

0.258MSE

8

Long-term forecasting

ETTm1 standard (test)

0.279MSE

8

Time-series forecasting

ETTm1 → Weather zero-shot

0.235MSE

8

Multivariate Time Series Forecasting

ETTm1 Horizon 336 (test)

0.393MSE

8

Probabilistic forecasting

ETTm1

0.155Pinball Loss

7

Time-series Modeling

ETTM1

2.02MUFL MAE

6

Long-range Forecasting

ETTm1

0.006MSE

6

Time-series forecasting

ETTm1 H=192 (test)

0.77Sharpness

6

Probabilistic multivariate time series forecasting

ETTm1 (test)

0.346CRPS

6

Probabilistic Forecasting

ETTm1 long term

0.301CRPS

6

Long-term time-series forecasting

ETTm1

0.327MSE

5

Backdoor Defense in Time Series Forecasting

ETTm1 v1 (full)

1.144MAEC

5

Time Series Forecasting

ETTm1 Length 96 (test)

0.318Error

5

Backdoor Detection

ETTm1 (test)

61.4Random AUC

4

Time-series forecasting

ETTm1

0.083MSE

4

Time Series Forecasting

ETTm1 192 (test)

1.627NLL

4

Pairwise MTL affinity prediction

ETTm1 2021 (test)

0.47Pearson Correlation

3

Time-series forecasting

ETTM1

6TQS Wins

2

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Popular tasks

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

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