Replogle
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Perturbation prediction | Replogle | DEOver0.039 | 22 | |
| Single-cell gene expression generation | Replogle | R2 Mean10 | 7 | |
| Conditional cell generation | Replogle | W29.311 | 7 | |
| Conditional Cell Generation | Replogle (test) | W210.684 | 7 | |
| Single-cell perturbation prediction | Replogle2022 (single-gene i.i.d.) | L2 Distance8.296 | 5 | |
| Perturbation Prediction | Replogle genetic perturbations (unseen interventions) | Pearson Correlation Coefficient0.491 | 5 | |
| Single-intervention outcome prediction | REPLOGLE SMALL | R20.8388 | 4 | |
| Cross-cell-type generalization | Replogle perturbations (test) | Pearson Correlation (DEG)0.633 | 4 | |
| Single-intervention outcome prediction | REPLOGLE Large | R20.8493 | 3 | |
| cell reconstruction | Replogle | RE (Reconstruction Error)1,602.66 | 2 | |
| Gene association prediction | Replogle K562 + STRING (High confidence ≥900) | AUC0.91 | 2 | |
| Gene association prediction | Replogle K562 + STRING (Low confidence ≥400) | AUC0.8 | 2 |
Showing 12 of 12 rows