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ResearchFormerly WizWand

solar

Benchmarks

TaskDatasetSOTA resultTrendResults

Multi-variate long-term time series forecasting

Solar

0.139MSE

144

Time Series Forecasting

Solar

0.184MSE

106

Multivariate Time Series Forecasting

Solar

0.032MAE

104

Long-term forecasting

Solar

0.191MSE

70

Long-term Time Series Forecasting

Solar

0.153MSE

69

Time Series Forecasting

Solar

2.88Delta-Cov

42

Time-series forecasting

Solar

0.974R2

32

Multivariate Time-series Forecasting

Solar (test)

0.03MAE

29

Solar

0.147MAE

28

Long-term forecasting

Solar (test)

0.192MSE

22

Probabilistic Forecasting

solar

0.007CRPS

22

Time Series Uncertainty Quantification

Solar (test)

-3.51Delta Coverage

21

Deterministic forecasting

Solar TSFM-Bench

0.168MSE

21

Multivariate Conformal Prediction

Solar dy=4 (test)

100Coverage

20

Multivariate Conformal Prediction

Solar dy=2 (test)

100Coverage

20

Long-term Time Series Forecasting

Solar

-76.8RPD (%)

20

Time-series forecasting

Solar

0.964R2 (6h)

19

Time Series Conformal Prediction

Solar 3Y (test)

-0.031Delta Covariance

19

Time series forecasting

solar (test)

0.358CRPS

19

Time Series Forecasting

Solar

0.659Tail AUC

15

Prediction Interval Estimation

Solar 1Y

-0.185Delta Cov

15

Prediction Interval Estimation

Solar 3Y

-0.331Delta Cov

15

Anomaly Detection

solar

87.06ROC-AUC

14

Anomaly Detection

solar

22.9PR AUC

14

Density Estimation

Solar 0% p_miss Few-sample (n=300)

0.177MMD

14