Norman
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Perturbation response modelling | Norman19 | Cosine logFC0.79 | 20 | |
| Single-cell perturbation prediction | Norman (Holdout Single) | MAE0.0197 | 15 | |
| Combo prediction | Norman 19 | MMD GEX6.7 | 14 | |
| Single-cell perturbation prediction | Norman (Holdout Double) | MAE0.0251 | 7 | |
| Perturbation Prediction | Norman2019 (double-gene) | RMSE (10 genes)0.4493 | 6 | |
| Perturbation Prediction | Norman 2019 (Single-gene) | RMSE (10 genes)0.4027 | 6 | |
| Intervention Outcome Prediction | NORMAN Double Intervention | R20.7845 | 5 | |
| Intervention Outcome Prediction | NORMAN Single Intervention | R20.9493 | 5 | |
| Double gene perturbation prediction | Norman | RMSE (All Samples)0.0385 | 4 | |
| Unseen Perturbation Prediction | Norman 2019 (OOD) | CosLogFC0.61 | 4 | |
| Single-cell perturbation prediction | Norman Gene Knockout Perturbation – scRNA-seq | PCC0.9871 | 2 |
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