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Logistic Regression

Benchmarks

Dataset Name	SOTA Method	Metric
Logistic regression d=50, K=20, epsilon=0.2 varying per-task sample size n (test)	JRGE	Local Error1.437	102	18d ago
Toeplitz Sigma_a r=0.4 (synthetic)	Sketched Newton Method	Coverage97.5	22	3mo ago
Synthetic d=20 (test)	Online Newton Method with Accelerated Sketching	MAE (10^-2)2.44	18	2mo ago
Synthetic d=40 1.0 (test)	Exact Online Newton	MAE2.59	18	2mo ago
DOROTHEA		Gap (%)0	16	2mo ago
Q1		Runtime (s)34	16	4mo ago
Toeplitz Σ n=10^5, d=200		Coverage99.78	15	3mo ago
Toeplitz Σ n=10^5, d=20	COfB	Coverage (%)94.81	15	3mo ago
Toeplitz Σ (n=10^5, d=5)	COfB	Coverage (%)95.4	15	3mo ago
Equi-correlation Σa (r=0.1)	Sketched Newton Method	Covariance Coverage96	12	3mo ago
1,000 songs sample (train)		Lower-level Value0.5268	11	4mo ago
Q2		Runtime (s)34	10	4mo ago
Toeplitz Sigma_a (r=0.5) (synthetic)	Sketched Newton Method	Coverage98.5	8	3mo ago
Synthetic d-dimensional	PPI-GD	Empirical Risk (d=6)57.96	7	1mo ago
Logistic Regression Identity Σa	Weighted sample covariance estimator	Coverage (%)96.5	7	3mo ago
Equi-correlation Σa (r=0.2)	Sketched Newton Method	Covariance Capture97	6	3mo ago
Synthetic (d=20)	Parallel	Coverage99.91	6	4mo ago
Synthetic d=5 (test)	Parallel	Coverage99.9	6	4mo ago
Covetype (test)		Loss Ratio1.012	6	4mo ago
Toeplitz Sigma_a (r=0.6) (synthetic)	Sketched Newton Method	Coverage95	4	3mo ago
Germ raw (test)	RLA-F	Wasserstein Distance (W)0.823	4	4mo ago
Aust raw (test)	RLA-F	Wasserstein Distance (W)0.378	4	4mo ago
Hear raw (test)	RLA-F	Wasserstein Distance0.644	4	4mo ago
Pima raw (test)	RLA-F	Wasserstein Distance0.112	4	4mo ago
Ripl raw (test)	RLA-F	Wasserstein Distance0.247	4	4mo ago

Showing 25 of 36 rows