SOTA Regression benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Superconduct		RMSE0.2661	228	18d ago
Dst index (test)	PARIS	RMSE14.33	126	4mo ago
Synthetic Spiked Covariance d/N = 0.9 (out-of-sample)		Median log10 MSE-3.33	108	1mo ago
Communities and Crime 1990 US Census / 1990 US LEMAS / 1995 FBI UCR (test (20%))	RPWithPrior	MSE (Mean)0.0177	78	4mo ago
Criteo Sponsored Search Conversion Log (test)	Unbiased	MSE2,798.53	78	4mo ago
California Housing Standard (test)	RPWithPrior	MSE0.5852	78	4mo ago
California Housing		MSE0.089	78	1mo ago
UCI ENERGY (test)	nGEM	Negative Log Likelihood-4.18	71	1mo ago
synthetic datasets #2 (test)	PNC predictor	MSE0	64	4mo ago
synthetic datasets #1 1.0 (test)	PNC predictor	MSE0	64	4mo ago
california		RMSE0.3964	63	1mo ago
Elevation	RANGE+	R²0.851	59	1mo ago
Urban Perception avg. 6 tasks	GeoCLIP	R2 Score19.2	58	1mo ago
TabArena Lite		Average Rank1.9	56	25d ago
cpu_act	Bw-SQ	MSE0.016	56	1mo ago
TabArena Regression		Avg Balanced Acc70.11	56	4mo ago
CARTE Regression 40		Average Balanced Accuracy0.621	56	4mo ago
Electrical Network Dataset	ε-FDE	GRP%100	54	1mo ago
Synthetic high-dimensional data (test)	Factor-NN-F300	Mean Test L2 Loss0.069	54	2mo ago
CA Housing	CatBoost	RMSE0.4303	54	2mo ago
California Housing (CH) (test)		MSE0.0224	52	4mo ago
UCI CONCRETE (test)	MNF	Neg Log Likelihood-3.35	51	1mo ago
california	TabM	R2 Score84.32	49	2mo ago
wine	Bw-SQ	MSE0.518	49	4mo ago
sulfur		MSE0.091	49	4mo ago

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