Learning Genetic Perturbation Effects with Variational Causal Inference
Emily Liu, Jiaqi Zhang, Caroline Uhler
This paper introduces SCCVAE, a hybrid model combining mechanistic causal models with deep learning to predict and simulate genetic perturbation responses in single-cell data.
PLoS Computational Biology · Feb 2, 2026Peer-reviewedBioinformatics