SOTA Regression benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Dst index (test)	PARIS	RMSE14.33	126	3mo ago
Synthetic Spiked Covariance d/N = 0.9 (out-of-sample)		Median log10 MSE-3.33	108	6d ago
Communities and Crime 1990 US Census / 1990 US LEMAS / 1995 FBI UCR (test (20%))	RPWithPrior	MSE (Mean)0.0177	78	3mo ago
Criteo Sponsored Search Conversion Log (test)	Unbiased	MSE2,798.53	78	3mo ago
California Housing Standard (test)	RPWithPrior	MSE0.5852	78	3mo ago
California Housing		MSE0.089	71	2mo ago
synthetic datasets #2 (test)	PNC predictor	MSE0	64	3mo ago
synthetic datasets #1 1.0 (test)	PNC predictor	MSE0	64	3mo ago
UCI ENERGY (test)	nGEM	Negative Log Likelihood-4.18	62	6d ago
Urban Perception avg. 6 tasks	GeoCLIP	R2 Score19.2	58	1d ago
TabArena Regression		Avg Balanced Acc70.11	56	3mo ago
CARTE Regression 40		Average Balanced Accuracy0.621	56	3mo ago
Electrical Network Dataset	ε-FDE	GRP%100	54	1d ago
Synthetic high-dimensional data (test)	Factor-NN-F300	Mean Test L2 Loss0.069	54	14d ago
CA Housing	CatBoost	RMSE0.4303	54	14d ago
California Housing (CH) (test)		MSE0.0224	52	3mo ago
UCI CONCRETE (test)	MNF	Neg Log Likelihood-3.35	51	22h ago
california	TabM	R2 Score84.32	49	21d ago
wine	Bw-SQ	MSE0.518	49	2mo ago
sulfur		MSE0.091	49	2mo ago
cpu_act	Bw-SQ	MSE0.016	49	2mo ago
superconduct	Bw-SQ	MSE0.078	49	2mo ago
fried		MSE0.043	49	2mo ago
Yacht	CARD	RMSE0.65	49	3mo ago
Crime Incidence	UrbanFusion	R-squared (%)89.4	48	1d ago

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