Extrapolation Guarantees for Perturbation Modeling Under the Additive Latent Shift Assumption

Julius von Kügelgen, Jakob Ketterer, Michael Vollenweider +4

We consider the problem of modeling the effects of perturbations like gene knockouts on measurements such as single-cell RNA counts. Given data for some perturbations, we aim to pr…