Single-Cell Perturbation Prediction on hiPSC temporal CRISPR LOO, DE genes
94.1AUC-ROCSAMS-VAE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SAMS-VAETime=false, Dyn.=false, Causal=true2026.05 | 94.1 | 0.621 | 53.4 | |
| UCETime=true, Dyn.=false, Causal=false2026.05 | 93.3 | 0.514 | 10.1 | |
| CITE-VAETime=true, Dyn.=true, Causal=true2026.05 | 93.1 | 0.691 | 61.7 | |
| ElasticNetTime=false, Dyn.=false, Causal=false2026.05 | 92.5 | — | 62.5 | |
| scGPTTime=true, Dyn.=false, Causal=false2026.05 | 91.9 | 0.516 | 9.2 | |
| LFADSTime=true, Dyn.=true, Causal=false2026.05 | 85.4 | 0.401 | 52.8 | |
| CellOTTime=true, Dyn.=true, Causal=false2026.05 | 78.5 | 0.161 | 41.3 | |
| Discrepancy-VAETime=false, Dyn.=false, Causal=true2026.05 | 62.2 | 0.232 | 32.2 | |
| RENGETime=true, Dyn.=true, Causal=false2026.05 | 59.4 | — | 97 | |
| scNODETime=true, Dyn.=true, Causal=false2026.05 | — | 0.455 | — |