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Papers Benchmarks Datasets Tasks

DS5 dataset and benchmarks · SOTA2 Research

Research Datasets

DS5

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Marginal Log-Likelihood Estimation

DS5 50 Taxa, 378 Sites

-9,449.65MLL

30

Variational Inference

DS5

-8,279.93ELBO (nats)

9

Marginal log-likelihood estimation

DS5 50 taxa 378 sites 1.0 (test)

-8,192.96Mean Log-Likelihood

6

Marginal Log-Likelihood Estimation

DS5

-5.69Gap (nats)

5

Phylogenetic Marginal Log-likelihood Estimation

DS5 1 (test)

-4.01MLL Gap (nats)

4

DS5

0.985R2 Score

4

Phylogenetic tree topology density estimation

DS5

0.627KL Divergence

4

Multi-robot Task Scheduling

DS5

129Average Schedule Timespan

3

Variational Bayesian Phylogenetic Inference

DS5 50 taxa, 378 sites (ground truth)

-8,214.59ML Score

3

Popular tasks

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

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