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Predictive Density Estimation research benchmarks · SOTA2 Research

Predictive Density Estimation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CA Housing Laplace noise, 15% Corruptions

1.61Negative Log Predictive Density

6

Feb 26, 2026

CA Housing Student-t noise, 15% Corruptions

1.77Neg Log Pred Density

6

Feb 26, 2026

CA Housing Constant noise, 15% Corruptions

3.57Negative Log Predictive Density

6

Feb 26, 2026

CA Housing Uniform noise, 15% Corruptions

Relevance Pursuit

2.92Neg Log Density

6

Feb 26, 2026

Yacht Laplace noise, 15% Corruptions

Relevance Pursuit

2.27Negative Log Predictive Density

6

Feb 26, 2026

Yacht Student-t noise, 15% Corruptions

Relevance Pursuit

2.42Negative Log Predictive Density

6

Feb 26, 2026

Yacht Constant noise, 15% Corruptions

Relevance Pursuit

1.79Neg Log Pred Density

6

Feb 26, 2026

Yacht Uniform noise, 15% Corruptions

Relevance Pursuit

2.37Negative Log Density

6

Feb 26, 2026

Friedman 10 Laplace noise 15% Corruptions

Relevance Pursuit

-1.44Negative Log Predictive Density

6

Feb 26, 2026

Friedman 10 Student-t noise 15% Corruptions

Relevance Pursuit

-1.4Neg Log Pred Density

6

Feb 26, 2026

Friedman 10 Constant noise 15% Corruptions

Relevance Pursuit

-1.27Neg Log Pred Density

6

Feb 26, 2026

Friedman 10 Uniform noise 15% Corruptions

Relevance Pursuit

-1.82NLL

6

Feb 26, 2026

Friedman 5 Laplace noise, 15% Corruptions

Relevance Pursuit

-1.22Negative Log Predictive Density

6

Feb 26, 2026

Friedman 5 Student-t noise 15% Corruptions

Relevance Pursuit

-1.11NLL (Predictive Density)

6

Feb 26, 2026

Friedman 5 Constant noise, 15% Corruptions

Relevance Pursuit

-1.13Neg Log Pred Density

6

Feb 26, 2026

Friedman 5 Uniform noise 15% Corruptions

Relevance Pursuit

-1.35Neg Log Pred Density

6

Feb 26, 2026

Neal Laplace noise, 15% Corruptions

1.2Negative Log Predictive Density

6

Feb 26, 2026

Neal Student-t noise, 15% Corruptions

Relevance Pursuit

0.199Negative Log Predictive Density

6

Feb 26, 2026

Neal Constant noise, 15% Corruptions

Relevance Pursuit

-2.5Negative Log Likelihood (NLL)

6

Feb 26, 2026

Neal Uniform noise, 15% Corruptions

1.64NLL

6

Feb 26, 2026

Popular datasets

Friedman Yacht Neal CA Housing Friedman 5

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