DS7
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Marginal Log-Likelihood Estimation | DS7 59 Taxa, 1824 Sites | Marginal Log-Likelihood-37,331.85 | 27 | |
| Variational Inference | DS7 | ELBO (nats)-37,331.12 | 9 | |
| Classification | DS7 (test) | Accuracy0.931 | 8 | |
| Online Learning | DS7 | Avg Wall-Clock Time (s)0.0093 | 8 | |
| Marginal Log-Likelihood Estimation | DS7 | MLL-37,332.04 | 8 | |
| Marginal Log-Likelihood Estimation | DS7 | Gap (nats)-10.42 | 5 | |
| Marginal log-likelihood estimation | DS7 64 taxa, 1008 sites 1.0 (test) | Mean Log-Likelihood-8,438.78 | 5 | |
| Phylogenetic Marginal Log-likelihood Estimation | DS7 1 (test) | MLL Gap (nats)-10.42 | 4 | |
| Phylogenetic tree topology density estimation | DS7 | KL Divergence0.0191 | 4 | |
| Variational Bayesian Phylogenetic Inference | DS7 59 taxa, 1824 sites (ground truth) | KL Divergence0.0123 | 2 | |
| Regression | DS7 | R-Squared0.9782 | 1 |
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