DS4
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Marginal Log-Likelihood Estimation | DS4 41 Taxa, 1137 Sites | Marginal Log-Likelihood-13,328.4 | 30 | |
| Marginal Log-Likelihood Estimation | DS4 | MLL-13,329.94 | 11 | |
| Variational Inference | DS4 | ELBO (nats)-13,512.54 | 9 | |
| Stationary Linear Regression | DS4 1.0 (test) | R20.9297 | 9 | |
| Marginal log-likelihood estimation | DS4 (41 taxa, 1137 sites) 1.0 (test) | Mean Log-Likelihood-13,292.37 | 6 | |
| Marginal Log-Likelihood Estimation | DS4 | Gap (nats)-2.48 | 5 | |
| Phylogenetic Marginal Log-likelihood Estimation | DS4 1 (test) | MLL Gap (nats)-2.48 | 4 | |
| Phylogenetic tree topology density estimation | DS4 | KL Divergence0.0299 | 4 | |
| Multi-robot Task Scheduling | DS4 | Average Schedule Timespan68 | 3 | |
| Variational Bayesian Phylogenetic Inference | DS4 41 taxa, 1137 sites (ground truth) | ML-13,329.94 | 3 |
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