wind

Benchmarks

Task Name	Dataset Name	SOTA Result
Long-term Time Series Forecasting	WIND	MSE0.757	48
Time Series Forecasting	Wind	MSE0.681	46
Model Selection	Wind	Weighted Kendall's Tau_w0.545	32
Forecasting	Wind	MAE0.175	29
Multivariate Conformal Prediction	Wind dy=8 (test)	Coverage100	20
Multivariate Conformal Prediction	Wind dy=4 (test)	Coverage100	20
Multivariate Conformal Prediction	Wind dy=2 (test)	Coverage100	20
Deterministic forecasting	Wind TSFM-Bench	MSE1.042	19
Noisy Detection	wind	AUROC81.8	17
Mislabel Detection	wind	AUROC90.5	17
Time Series Forecasting	Wind (test)	MSE0.681	16
Time Series Forecasting	Wind	Normalized MSE0.9949	14
Identifying mislabeled points	wind	F1 Score30	12
Identifying mislabeled points	wind	Precision (wind)23	12
Identifying mislabeled points	wind	Recall45	12
High-value data removal	wind	WAD0.022	12
CASH	wind (test)	Test Error13.93	9
Time Series Forecasting	Wind Out-of-domain	MSE0.963	7
Data Valuation	wind	Valuation Runtime (s)0.31	5
Probabilistic Forecasting	Wind	Winkler Score2.05	4
Sequential Conformal Prediction	Wind	Coverage90	4
Verifiable Data Valuation	wind	Proving Time (s)11.8	3
Binary Classification	WIND	R5000.58	3
p-robustness Estimation	WIND	R50058	3
Time series forecasting	wind 30-day horizon 30d (test)	R0.5 Loss0.284	2

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