| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Sparse Regression | colon-cancer | CPU Time0.02 | 20 | |
| Classification | colon-cancer | CPU0.01 | 20 | |
| Sparsity-constrained Optimization | colon-cancer | CPU Efficiency0.01 | 20 | |
| Sparse Classification | colon-cancer | CPU Time0.02 | 20 | |
| Binary Classification | Colon Cancer (test) | Accuracy95 | 5 | |
| Classification | colon-cancer Out-of-sample | Mean Error29 | 4 | |
| Classification | colon-cancer In-sample | Mean Error0 | 4 | |
| Lasso path solving | Colon Cancer Biological (libsvm + TCGA/Kaggle) (62 × 2000) | Mean Wall-Clock Time (ms)11.6 | 3 | |
| Lesion Segmentation | Colon Cancer | Dice Score69.65 | 2 |