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Predictive Density Estimation

Benchmarks

Dataset Name	SOTA Method	Metric
CA Housing Laplace noise, 15% Corruptions	Standard GP	Negative Log Predictive Density1.61	6	1mo ago
CA Housing Student-t noise, 15% Corruptions	Standard GP	Neg Log Pred Density1.77	6	1mo ago
CA Housing Constant noise, 15% Corruptions	Standard GP	Negative Log Predictive Density3.57	6	1mo ago
CA Housing Uniform noise, 15% Corruptions	Relevance Pursuit	Neg Log Density2.92	6	1mo ago
Yacht Laplace noise, 15% Corruptions	Relevance Pursuit	Negative Log Predictive Density2.27	6	1mo ago
Yacht Student-t noise, 15% Corruptions	Relevance Pursuit	Negative Log Predictive Density2.42	6	1mo ago
Yacht Constant noise, 15% Corruptions	Relevance Pursuit	Neg Log Pred Density1.79	6	1mo ago
Yacht Uniform noise, 15% Corruptions	Relevance Pursuit	Negative Log Density2.37	6	1mo ago
Friedman 10 Laplace noise 15% Corruptions	Relevance Pursuit	Negative Log Predictive Density-1.44	6	1mo ago
Friedman 10 Student-t noise 15% Corruptions	Relevance Pursuit	Neg Log Pred Density-1.4	6	1mo ago
Friedman 10 Constant noise 15% Corruptions	Relevance Pursuit	Neg Log Pred Density-1.27	6	1mo ago
Friedman 10 Uniform noise 15% Corruptions	Relevance Pursuit	NLL-1.82	6	1mo ago
Friedman 5 Laplace noise, 15% Corruptions	Relevance Pursuit	Negative Log Predictive Density-1.22	6	1mo ago
Friedman 5 Student-t noise 15% Corruptions	Relevance Pursuit	NLL (Predictive Density)-1.11	6	1mo ago
Friedman 5 Constant noise, 15% Corruptions	Relevance Pursuit	Neg Log Pred Density-1.13	6	1mo ago
Friedman 5 Uniform noise 15% Corruptions	Relevance Pursuit	Neg Log Pred Density-1.35	6	1mo ago
Neal Laplace noise, 15% Corruptions		Negative Log Predictive Density1.2	6	1mo ago
Neal Student-t noise, 15% Corruptions	Relevance Pursuit	Negative Log Predictive Density0.199	6	1mo ago
Neal Constant noise, 15% Corruptions	Relevance Pursuit	Negative Log Likelihood (NLL)-2.5	6	1mo ago
Neal Uniform noise, 15% Corruptions		NLL1.64	6	1mo ago

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