| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Norman (Holdout Single) | PerturbCellRL | MAE0.0197 | 15 | 27d ago | |
| E-MTAB-14065 (LOO mode) | SAMS-VAE | Delta Pearson (DE genes)0.7531 | 10 | 2mo ago | |
| hiPSC temporal CRISPR LOO All genes | RMSE0.056 | 10 | 2mo ago | ||
| hiPSC temporal CRISPR LOO, DE genes | SAMS-VAE | AUC-ROC94.1 | 9 | 2mo ago | |
| ComboSciPlex | PerturbCellRL | MAE0.023 | 7 | 27d ago | |
| Norman (Holdout Double) | scDFM | MAE0.0251 | 7 | 27d ago | |
| Replogle2022 (single-gene i.i.d.) | PerturbedVAE | L2 Distance8.296 | 5 | 2mo ago | |
| Papalexi Protein Gene Knockout Perturbation – scCITE-seq | CS-model | PCC0.7941 | 2 | 2mo ago | |
| Papalexi RNA Gene Knockout Perturbation – scCITE-seq RNA | CS-model | PCC0.8193 | 2 | 2mo ago | |
| Schiebinger Cytokine Perturbation – scRNA-seq | CS-model | PCC0.8818 | 2 | 2mo ago | |
| Norman Gene Knockout Perturbation – scRNA-seq | CS-model | PCC0.9871 | 2 | 2mo ago |