GRACE-VAE couples a graph neural network encoder with a causal discrepancy VAE decoder so that known pathway and protein networks improve learning of latent causal programs and prediction of CRISPR perturbation effects.
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Causal Representation Learning from Network Data
GRACE-VAE couples a graph neural network encoder with a causal discrepancy VAE decoder so that known pathway and protein networks improve learning of latent causal programs and prediction of CRISPR perturbation effects.