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Bayesian Logistic Regression research benchmarks · SOTA2 Research

Bayesian Logistic Regression

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.477NLL

9

Jun 25, 2026

0.514NLL

9

Jun 25, 2026

Ionosphere (d=61)

-205.49Avg Posterior Log-Likelihood

7

Feb 26, 2026

-109.14Avg. Posterior Log-Likelihood

7

Feb 26, 2026

Sonar d = 61 (test)

DPSMC w/ Tempering

-108.62Predictive Likelihood

7

Feb 26, 2026

Ionosphere d = 35 (test)

-83.92Predictive Likelihood

7

Feb 26, 2026

Covertype (test)

76.22Accuracy

6

Feb 26, 2026

1,053.455Max ESS

5

Feb 26, 2026

2,257.737Max ESS

5

Feb 26, 2026

Pima Indian d = 7

6,437.419Max ESS

5

Feb 26, 2026

Heart Failure Clinical Records UCI (test)

0TV Distance

4

Feb 26, 2026

Breast Cancer Detection UCI (test)

0TV Distance

4

Feb 26, 2026

CoverType UCI (test)

0.001TV Distance

4

Feb 26, 2026

Popular datasets

Covertype Sonar ionosphere MNIST German Credit

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