Perturbation Prediction on Norman2019 (double-gene)
0.4493RMSE (10 genes)PerturbedVAE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PerturbedVAEalignment mechanism=true2026.05 | 0.4493 | 0.4494 | 0.4489 | 0.4474 | |
| PerturbedVAE (w/o Align)alignment mechanism=false2026.05 | 0.4557 | 0.4563 | 0.4577 | 0.4623 | |
| SAMS-VAE2026.05 | 0.4605 | 0.4631 | 0.4632 | 0.4629 | |
| sVAE+2026.05 | 0.5663 | 0.5667 | 0.5665 | 0.5664 | |
| Discrepancy-VAE2026.05 | 0.6084 | 0.6037 | 0.6075 | 0.6082 | |
| SENA2026.05 | 0.8573 | 0.8514 | 0.8507 | 0.8483 |