Breast cancer
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Local explanation fidelity | Breast cancer n = 32 | RMSE0.001 | 54 | |
| Sequence Classification | Breast Cancer dataset | Accuracy86.8 | 36 | |
| CK5 status prediction | Breast cancer H2 (internal cohort) | Mean AUC0.8481 | 23 | |
| HER2 status prediction | Breast cancer H2 (internal cohort) | Mean AUC0.8412 | 23 | |
| Progesterone Receptor (PR) status prediction | Breast cancer H2 (internal cohort) | Mean AUC89.44 | 23 | |
| Estrogen Receptor (ER) status prediction | Breast cancer H2 (internal cohort) | Mean AUC0.9185 | 23 | |
| Androgen Receptor (AR) status prediction | Breast cancer H2 (internal cohort) | Mean AUC0.748 | 23 | |
| Molecular Subtyping | Breast cancer H9 (External) | Mean AUC0.8214 | 23 | |
| Molecular Subtyping | Breast cancer cohort H2 (Internal) | Mean AUC0.938 | 23 | |
| Counterfactual Explanations | Breast Cancer (test) | IM11.554 | 16 | |
| Classification | Breast Cancer (test) | Misclassification Rate25.78 | 16 | |
| Cancer lesion segmentation | Breast cancer | DSC66.27 | 15 | |
| BP Classification | Breast Cancer (GRN) | Subset Accuracy24.3 | 11 | |
| Hazard Prediction | Breast Cancer GRN | C-Index0.65 | 11 | |
| Classification | Breast Cancer | AU-ARC0.9978 | 10 | |
| Classification | Breast Cancer (5-fold cross-validation) | Accuracy0.968 | 10 | |
| Classification | UCI breast-cancer 80%:20% random train-test | Error Rate (%)28.55 | 9 | |
| Detection Precision | Breast Cancer | Detection Precision99.9 | 8 | |
| Gene expression prediction | Breast Cancer | MSE0.5848 | 8 | |
| Classification | Breast Cancer (10-fold CV) | P-Value0.047 | 7 | |
| Medical Image Classification | Breast Cancer | ResNet Accuracy83 | 7 | |
| Cellular Component (CC) classification | Breast cancer dataset Node-level | Jaccard Index42.2 | 6 | |
| Node classification | Breast Cancer Rel (test) | Macro F1 Score61 | 6 | |
| Node classification | Breast Cancer CC (test) | Macro F1 Score41.8 | 6 | |
| Node classification | Breast Cancer BP (test) | Macro F1 Score0.571 | 6 |
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