| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Clustering | Gisette | Relative Error (Ek)0 | 45 | |
| Sparse Classification | gisette scale | CPU Cost0.07 | 40 | |
| Sparse Regression | gisette scale | CPU Time0.52 | 20 | |
| Sparsity-constrained Optimization | gisette scale | CPU Time0.07 | 20 | |
| Classification | gisette (test) | Median UAR93 | 12 | |
| Clustering | gisette | AMI0.6 | 9 | |
| Classification | Gisette 1 | Balanced Accuracy95 | 6 | |
| Classification | gisette 1 6 (test) | Performance Score90.1 | 6 | |
| Lasso path solving | Gisette Non-biological (libsvm) | Mean Wall-Clock Time (ms)3,141.9 | 3 | |
| Convex Optimization | gisette (test) | Accuracy96.6 | 3 |