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DS6 dataset and benchmarks · SOTA2 Research

Research Datasets

DS6

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Marginal Log-Likelihood Estimation

DS6 (50 Taxa, 1133 Sites)

-6,721.54MLL

30

Marginal Log-Likelihood Estimation

DS6

-6,724.07MLL

11

Variational Inference

DS6

-6,751.77ELBO (nats)

9

Marginal log-likelihood estimation

DS6 50 taxa 1133 sites 1.0 (test)

-6,571.02Mean Log-Likelihood

6

Marginal Log-Likelihood Estimation

DS6

-3.96Gap (nats)

5

Phylogenetic Marginal Log-likelihood Estimation

DS6 1 (test)

-3.96MLL Gap (nats)

4

DS6

0.938R2

4

Phylogenetic tree topology density estimation

DS6

0.236KL Divergence

4

Variational Bayesian Phylogenetic Inference

DS6 50 taxa, 1133 sites (ground truth)

-6,724.37Marginal Likelihood

3

Popular tasks

Marginal log-likelihood estimation Regression Variational Inference Variational Bayesian Phylogenetic Inference Phylogenetic tree topology density estimation

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