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ResearchFormerly WizWand

ETTm2

Benchmarks

TaskDatasetSOTA resultTrendResults

Long-term Time Series Forecasting

ETTm2

0.042MSE

479

Long-term forecasting

ETTm2

0.11MSE

391

Multivariate long-term series forecasting

ETTm2

0.075MSE

322

Time Series Forecasting

ETTm2

0.114MSE

300

Multivariate long-term series forecasting

ETTm2 (test)

0.16MSE

212

Long-term time-series forecasting

ETTm2 (test)

0.159MSE

134

Univariate long sequence time-series forecasting

ETTm2 (test)

0.163MAE

89

Time Series Forecasting

ETTm2

0.029MSE

66

Univariate Time-series Forecasting

ETTm2 (test)

0.059MSE

64

ETTm2

0.255MAE

63

Multivariate Time Series Forecasting

ETTm2 (test)

0.178MSE

51

Time Series Forecasting

ETTm2 10% train (test)

0.257MSE

33

Long-term Forecasting

ETTm2 10% few-shot

0.129MSE

32

Long-term Forecasting

ETTm2 5% few-shot

0.128MSE

32

Model Selection

ETTm2

1Weighted Kendall's Tau

32

Long-term forecasting

ETTm2 T=720

0.351MSE

29

Long-term forecasting

ETTm2 T=192

0.216MSE

29

Univariate long-term forecasting

ETTm2

0.063MSE

28

Time Series Forecasting

ETTm2 v1 (test)

0.312MSE

24

Time Series Forecasting

ETTm2

0.022Mean Squared Error (MSE)

22

Long-term forecasting

ETTm2 T=96

0.157MSE

22

Time Series Distillation

ETTm2

0.186Component L Metric

21

Multivariate long-term forecasting

ETTm2 v1 (test)

0.155MSE

21

Time Series Forecasting

ETTm2

0.11CRPS

20

Long-term forecasting

ETTm2 T=336

0.268MSE

20