biodeg
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Tabular Data Synthesis Fidelity | biodeg | KS Statistic (Mean)0.43 | 90 | |
| Tabular Data Synthesis | biodeg | Chi-Squared Test Result0.02 | 47 | |
| Classification | biodeg | Balanced Accuracy81.36 | 45 | |
| Binary Classification | biodeg | Accuracy90.4 | 21 | |
| Binary Classification | biodeg | F1-score92.8 | 21 | |
| Binary Classification | biodeg 25% label noise (test) | Accuracy83.7 | 7 | |
| Binary Classification | biodeg 25% label noise | Mean F1-score88.1 | 7 | |
| Binary classification | biodeg UCI (test) | Accuracy88.4 | 7 | |
| Classification | biodeg 25% feature noise (test) | F1-score89.7 | 7 | |
| Classification | biodeg 25% label noise (test) | Accuracy84.4 | 7 | |
| Binary Classification | biodeg 25% feature noise (test) | Accuracy86.3 | 7 | |
| Binary Classification | biodeg 0% noise | Accuracy87.7 | 7 | |
| Binary Classification | biodeg 25% feature noise | F1 Score91.3 | 7 | |
| Binary Imbalanced Classification | biodeg | F1-score95.2 | 4 | |
| Classification | Biodeg. 10-fold CV 1494 | Log-Loss (LL)0.298 | 2 | |
| Tabular Classification | biodeg UCI (test) | Balanced Accuracy82.85 | 2 | |
| DCR Evaluation | biodeg | DCR Score38 | 2 | |
| Delta-presence Evaluation | biodeg real-world (train) | Delta Presence Score1.61 | 1 |
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