Perturbation Prediction on Norman 2019 (Single-gene)
0.4027RMSE (10 genes)PerturbedVAE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PerturbedVAEalignment mechanism=true2026.05 | 0.4027 | 0.3998 | 0.3997 | 0.3995 | |
| PerturbedVAE (w/o Align)alignment mechanism=false2026.05 | 0.4098 | 0.4115 | 0.4115 | 0.4155 | |
| SAMS-VAE2026.05 | 0.4114 | 0.4136 | 0.414 | 0.4123 | |
| sVAE+2026.05 | 0.5012 | 0.5005 | 0.5003 | 0.5002 | |
| Discrepancy-VAE2026.05 | 0.5603 | 0.556 | 0.5582 | 0.5558 | |
| SENA2026.05 | 0.5839 | 0.5837 | 0.5778 | 0.5837 |