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Papers Benchmarks Datasets Tasks

DS4 dataset and benchmarks · SOTA2 Research

Research Datasets

DS4

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Marginal Log-Likelihood Estimation

DS4 41 Taxa, 1137 Sites

-13,328.4Marginal Log-Likelihood

30

Marginal Log-Likelihood Estimation

DS4

-13,329.94MLL

11

Variational Inference

DS4

-13,512.54ELBO (nats)

9

Stationary Linear Regression

DS4 1.0 (test)

0.93R2

9

Marginal log-likelihood estimation

DS4 (41 taxa, 1137 sites) 1.0 (test)

-13,292.37Mean Log-Likelihood

6

Marginal Log-Likelihood Estimation

DS4

-2.48Gap (nats)

5

Phylogenetic Marginal Log-likelihood Estimation

DS4 1 (test)

-2.48MLL Gap (nats)

4

Phylogenetic tree topology density estimation

DS4

0.03KL Divergence

4

Multi-robot Task Scheduling

DS4

68Average Schedule Timespan

3

Variational Bayesian Phylogenetic Inference

DS4 41 taxa, 1137 sites (ground truth)

-13,329.94ML

3

Popular tasks

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

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