| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| TCGA-BRCA | ABMIL | Accuracy98.3 | 83 | 15d ago | |
| BRCA | MAGNET | Accuracy91.8 | 22 | 2d ago | |
| RSNA Cancer | MIL-PF (MedSigLIP) AT: max | AUC92.5 | 13 | 2mo ago | |
| Same-Cancer | AUC-ROC84.97 | 11 | 2mo ago | ||
| TCGA cohorts (BLCA, BRCA, GBMLGG, LUAD, UCEC) Downstream tasks | PMIL w/IC-DiT | Accuracy (BLCA Cohort)89.86 | 10 | 2mo ago | |
| Cross-Species | AUC-ROC79.63 | 10 | 2mo ago | ||
| Cross-Cancer | AUC-ROC66.31 | 9 | 2mo ago | ||
| TCGA-COAD | HEAT | AUC99.9 | 7 | 3mo ago | |
| OV | MAGNET | Accuracy61.4 | 6 | 15d ago | |
| BLCA | MAGNET | Accuracy97 | 6 | 15d ago | |
| LC25000 | MultiRisk | F1 Score98.19 | 4 | 2mo ago | |
| LC25000 → LungHist700 | MultiRisk | F1 Score72.64 | 2 | 2mo ago | |
| LungHist700 | MultiRisk | F1 Score84.88 | 2 | 2mo ago | |
| TCGA-COAD, LUAD | Accuracy98.5 | 1 | 3mo ago |
