SOTA Logistic Regression benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Toeplitz Sigma_a r=0.4 (synthetic)	Sketched Newton Method	Coverage97.5	22	1mo ago
Synthetic d=20 (test)	Online Newton Method with Accelerated Sketching	MAE (10^-2)2.44	18	1mo ago
Synthetic d=40 1.0 (test)	Exact Online Newton	MAE2.59	18	1mo ago
DOROTHEA		Gap (%)0	16	12d ago
Q1		Runtime (s)34	16	3mo ago
Toeplitz Σ n=10^5, d=200		Coverage99.78	15	2mo ago
Toeplitz Σ n=10^5, d=20	COfB	Coverage (%)94.81	15	2mo ago
Toeplitz Σ (n=10^5, d=5)	COfB	Coverage (%)95.4	15	2mo ago
Equi-correlation Σa (r=0.1)	Sketched Newton Method	Covariance Coverage96	12	1mo ago
1,000 songs sample (train)		Lower-level Value0.5268	11	3mo ago
Q2		Runtime (s)34	10	3mo ago
Toeplitz Sigma_a (r=0.5) (synthetic)	Sketched Newton Method	Coverage98.5	8	1mo ago
Logistic Regression Identity Σa	Weighted sample covariance estimator	Coverage (%)96.5	7	1mo ago
Equi-correlation Σa (r=0.2)	Sketched Newton Method	Covariance Capture97	6	1mo ago
Synthetic (d=20)	Parallel	Coverage99.91	6	2mo ago
Synthetic d=5 (test)	Parallel	Coverage99.9	6	2mo ago
Covetype (test)		Loss Ratio1.012	6	3mo ago
Toeplitz Sigma_a (r=0.6) (synthetic)	Sketched Newton Method	Coverage95	4	1mo ago
Germ raw (test)	RLA-F	Wasserstein Distance (W)0.823	4	2mo ago
Aust raw (test)	RLA-F	Wasserstein Distance (W)0.378	4	2mo ago
Hear raw (test)	RLA-F	Wasserstein Distance0.644	4	2mo ago
Pima raw (test)	RLA-F	Wasserstein Distance0.112	4	2mo ago
Ripl raw (test)	RLA-F	Wasserstein Distance0.247	4	2mo ago
Germ standardized (test)	RLA-F	Wasserstein Distance (W)0.387	4	2mo ago
Aust standardized (test)	RLA-F	Wasserstein Distance (W)0.417	4	2mo ago

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