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Marginal Log-Likelihood Estimation on DS1 (test)

-7,108.41MLLVBPI-GNN
-9,263.2172-8,703.7961-8,144.375-7,584.9539Jul 7, 2023

Evaluation results

MethodLinks
VBPI-GNNestimator=VIMCO, samples=102023.07-7,108.41—
MrBayes SS2023.07-7,108.42—
GeoPhyQ(z) configuration=WN(full,4), Control Variates=LAX (K=1)2023.07-7,111.55—
GeoPhyQ(z) configuration=WN(full,4), Control Variates=LOO(3)+2023.07-7,116.09—
GeoPhyQ(z) configuration=WN(full,4), Control Variates=LOO (K=3)2023.07-7,119.77—
GeoPhyQ(z) configuration=WN(diag,2), Control Variates=LAX (K=1)2023.07-7,126.89—
GeoPhyQ(z) configuration=WN(diag,2), Control Variates=LOO(3)+2023.07-7,128.4—
GeoPhyQ(z) configuration=WN(diag,2), Control Variates=LOO (K=3)2023.07-7,130.67—
phi-CSMC2023.07-7,290.36—
CSMC2023.07-8,306.76—
VCSMC2023.07-9,180.34—
VBPI10Estimator=VBPI, Batch Size=10, K=102025.02—-0.53
VIPR (LOOR)Estimator=LOOR, Batch Size=102025.02—-2.29
VIPR (REP)Estimator=REP, Batch Size=102025.02—-1.83
VIPR (VIMCO)Estimator=VIMCO, Batch Size=10, K=102025.02—-0.95