Single-cell perturbation prediction on Norman (Holdout Single)
0.0197MAEPerturbCellRL
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| PerturbCellRL2026.06 | 0.0197 | 0.8435 | 0.7047 | 0.1602 | 0.7323 | 0.8995 | 0.0507 | 0.5189 | |
| scDFM2026.06 | 0.0203 | 0.8365 | 0.6849 | 0.1564 | 0.7183 | 0.8919 | 0.0581 | 0.5641 | |
| CellFlow2026.06 | 0.0219 | 0.7547 | 0.4589 | 0.0664 | 0.5425 | 0.5647 | 0.0528 | 1.4355 | |
| Additive2026.06 | 0.0228 | 0.6966 | 0.8584 | — | 0.9024 | 0.9686 | 0.2083 | 4.5242 | |
| scDFM2026.06 | 0.0232 | 0.9016 | 0.8333 | — | 0.882 | 0.9741 | 0.0459 | 0.5561 | |
| PerturbCellRL2026.06 | 0.0238 | 0.9019 | 0.8512 | — | 0.8942 | 0.9682 | 0.0407 | 0.5507 | |
| Control2026.06 | 0.0247 | — | 0.2657 | 0 | — | 0.5217 | 0.2611 | 4.6794 | |
| CellFlow2026.06 | 0.0303 | 0.8125 | 0.4618 | — | 0.7168 | 0.5674 | 0.1304 | 2.0537 | |
| STATE2026.06 | 0.034 | 0.2969 | -0.0116 | 0.1025 | 0.364 | 0.5194 | 0.0892 | 1.1569 | |
| CPA2026.06 | 0.0377 | 0.4082 | 0.3154 | 0.0488 | 0.3336 | 0.5616 | 0.2673 | 4.0323 | |
| Control2026.06 | 0.0384 | — | -0.1285 | — | — | 0.5135 | 0.3237 | 5.9914 | |
| GEARS2026.06 | 0.04 | 0.7824 | 0.5755 | — | 0.7081 | 0.8482 | 0.2582 | 5.108 | |
| STATE2026.06 | 0.0408 | 0.1806 | 0.0926 | — | 0.4668 | 0.5267 | 0.1026 | 1.535 | |
| CPA2026.06 | 0.0437 | 0.3844 | 0.4 | — | 0.5825 | 0.6339 | 0.277 | 4.7087 | |
| GEARS2026.06 | 0.0466 | 0.7356 | 0.6356 | 0.1002 | 0.6646 | 0.8271 | 0.0979 | 4.2827 |