DS3
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Marginal Log-Likelihood Estimation | DS3 36 Taxa, 1812 Sites | MLL-33,732.79 | 30 | |
| Marginal Log-Likelihood Estimation | DS3 | MLL-33,735.12 | 11 | |
| Variational Inference | DS3 | ELBO (nats)-33,793.96 | 9 | |
| Stationary Linear Regression | DS3 1.0 (test) | R2 Score0.983 | 9 | |
| Regression | DS3 | R-Squared0.983 | 9 | |
| Classification | DS3 (test) | Accuracy0.8209 | 8 | |
| Online Learning | DS3 | Avg Wall-Clock Time (s)0.0476 | 8 | |
| Marginal log-likelihood estimation | DS3 (36 taxa, 1812 sites) 1.0 (test) | Mean Log-Likelihood-33,729.6 | 6 | |
| Marginal Log-Likelihood Estimation | DS3 | Gap (nats)-3.66 | 5 | |
| Phylogenetic Marginal Log-likelihood Estimation | DS3 1 (test) | MLL Gap (nats)-3.66 | 4 | |
| Phylogenetic tree topology density estimation | DS3 | KL Divergence0.0548 | 4 | |
| Multi-robot Task Scheduling | DS3 | Average Schedule Timespan67 | 3 | |
| Variational Bayesian Phylogenetic Inference | DS3 36 taxa, 1812 sites (ground truth) | Marginal Likelihood-33,735.09 | 3 |
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