Mushroom
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Outlier Detection | Mushroom2 | AUC0.9898 | 33 | |
| LF Mislabeling Identification | Mushroom | AP97.5 | 32 | |
| Outlier Detection | Mushroom 1 | AUC97.38 | 22 | |
| Outlier Detection | Mushroom 2 | AP96.23 | 22 | |
| Outlier Detection | Mushroom 1 | AP89.9 | 22 | |
| End model evaluation | Mushroom | Test Loss0.156 | 22 | |
| Vertex Classification | Mushroom (test) | Accuracy99.86 | 20 | |
| Boolean Matrix Factorization | mushroom | Running Time (ms)42 | 18 | |
| Categorical Data Imputation | mushroom (test) | PFC51.35 | 16 | |
| Classification | mushroom (UCI) (test) | Accuracy100 | 13 | |
| Classification | Mushroom (test) | Test Loss0.144 | 13 | |
| Outlier Detection | Mushroom 1 | AUC-ROC98.3 | 11 | |
| Outlier Detection | Mushroom 2 | AUC-PR0.929 | 11 | |
| Outlier Detection | Mushroom 1 | AUC-PR90.5 | 11 | |
| Classification | Mushroom UCI | Accuracy99.5 | 9 | |
| Tabular Data Synthesis | Mushroom (test) | AUC1 | 9 | |
| Contextual Bandit | Mushroom | Relative Cumulative Regret2.2 | 9 | |
| Tabular Classification | mushroom (test) | F1 Score100 | 8 | |
| Tabular Data Synthesis | Mushroom | Density Similarity (Single Column)98.7 | 8 | |
| Contextual Bandit | OpenML Mushroom (T=8124) | Mean Cumulative Regret53.9 | 7 | |
| Node Clustering | Mushroom | Accuracy87.5 | 6 | |
| Contextual Bandit | Mushroom (OpenML) | Final Regret53.9 | 6 | |
| Classification | mushroom | Latency (s)0.031 | 6 | |
| Mixture Proportion Estimation | UCI mushroom (test) | Absolute Estimation Error0.001 | 6 | |
| PU Classification | Mushroom semi-synthetic | AUC0.993 | 5 |
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