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Logistic Regression

Benchmarks

Dataset Name	SOTA Method	Metric
Toeplitz Sigma_a r=0.4 (synthetic)	Sketched Newton Method	Coverage97.5	22	4d ago
Q1		Runtime (s)34	16	1mo ago
Toeplitz Σ n=10^5, d=200		Coverage99.78	15	17d ago
Toeplitz Σ n=10^5, d=20	COfB	Coverage (%)94.81	15	17d ago
Toeplitz Σ (n=10^5, d=5)	COfB	Coverage (%)95.4	15	17d ago
Equi-correlation Σa (r=0.1)	Sketched Newton Method	Covariance Coverage96	12	4d ago
1,000 songs sample (train)		Lower-level Value0.5268	11	1mo ago
Q2		Runtime (s)34	10	1mo ago
Toeplitz Sigma_a (r=0.5) (synthetic)	Sketched Newton Method	Coverage98.5	8	4d ago
Logistic Regression Identity Σa	Weighted sample covariance estimator	Coverage (%)96.5	7	4d ago
Equi-correlation Σa (r=0.2)	Sketched Newton Method	Covariance Capture97	6	4d ago
Synthetic (d=20)	Parallel	Coverage99.91	6	25d ago
Synthetic d=5 (test)	Parallel	Coverage99.9	6	25d ago
Covetype (test)		Loss Ratio1.012	6	1mo ago
Toeplitz Sigma_a (r=0.6) (synthetic)	Sketched Newton Method	Coverage95	4	4d ago
Germ raw (test)	RLA-F	Wasserstein Distance (W)0.823	4	1mo ago
Aust raw (test)	RLA-F	Wasserstein Distance (W)0.378	4	1mo ago
Hear raw (test)	RLA-F	Wasserstein Distance0.644	4	1mo ago
Pima raw (test)	RLA-F	Wasserstein Distance0.112	4	1mo ago
Ripl raw (test)	RLA-F	Wasserstein Distance0.247	4	1mo ago
Germ standardized (test)	RLA-F	Wasserstein Distance (W)0.387	4	1mo ago
Aust standardized (test)	RLA-F	Wasserstein Distance (W)0.417	4	1mo ago
Hear standardized (test)	RLA-F	Wasserstein Distance (W)0.514	4	1mo ago
Pima standardized (test)	RLA-F	Wasserstein Distance (W)0.147	4	1mo ago
Ripl standardized (test)	RLA-F	Wasserstein Distance (W)0.064	4	1mo ago

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