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ResearchFormerly WizWand

Exchange

Benchmarks

TaskDatasetSOTA resultTrendResults

Multivariate Time Series Forecasting

Exchange

0.007MAE

267

Time-series forecasting

Exchange

0.022MSE

227

Multivariate long-term series forecasting

Exchange (test)

0.016MSE

204

Multivariate long-term series forecasting

Exchange

0.055MSE

156

Long-term forecasting

Exchange (test)

0.036MAE

147

Long-term Time Series Forecasting

Exchange

0.08MSE

140

Time Series Forecasting

Exchange

0.001MSE

114

Time Series Forecasting

Exchange

0.001MAE

112

Time Series Forecasting

Exchange

0.066MSE

98

Long-term Forecasting

Exchange

0.15MSE

73

Univariate Forecasting

Exchange

0.094MSE

70

Exchange (test)

0.097MSE

63

Time Series Imputation

Exchange

0.002MSE

54

Univariate Time-series Forecasting

Exchange (test)

0.064MSE

46

Time Series Forecasting

Exchange

-3.28Delta-Covariance

42

Model Selection

Exchange

0.536Weighted Kendall's Tau

32

Multivariate long-term forecasting

Exchange v1 (test)

0.083MSE

29

Univariate long-term forecasting

Exchange

0.001MSE

28

Time-series forecasting

Exchange

0.102MSE

27

Probabilistic Time Series Forecasting

Exchange

0.019CRPS

27

Long-term Forecasting

Exchange 10% few-shot

0.084MSE

24

Time Series Uncertainty Quantification

Exchange (test)

-1.22Delta-Cov

21

Missing Data Imputation

Exchange (test)

0.001MSE

21

Time Series Forecasting

Exchange

0.02CRPS

20

Time Series Forecasting

Exchange

0.21Inference Time

19