| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Survival Prediction | TCGA-LUAD (5-fold CV) | C-Index0.6777 | 46 | |
| Survival Analysis | TCGA-LUAD (test) | C-index0.752 | 40 | |
| HRD prediction | TCGA-LUAD | AUC0.734 | 18 | |
| Whole Slide Image Classification | TCGA-LUAD | Accuracy69.01 | 8 | |
| Survival Prediction | TCGA-LUAD N=415 | C-index0.686 | 7 | |
| Survival Analysis | TCGA-LUAD | C-Index59.5 | 6 | |
| Genome-wide RNA-Seq Prediction | TCGA-LUAD T20 | PCC0.897 | 6 | |
| Genome-wide RNA-Seq Prediction | TCGA-LUAD T200 | PCC0.798 | 6 | |
| STK11 mutation status prediction | TCGA-LUAD (internal cohort) | Macro AUC83 | 5 | |
| WSI Classification | TCGA-LUAD mutation (5-fold cross-validation) | AUC (EGFR)0.7235 | 5 | |
| Prognosis prediction | TCGA-LUAD (test) | C-Index0.71 | 2 | |
| Bag-level classification | TCGA-LUAD mutation | EGFR Mutation Accuracy72.3 | 2 |