Michael Bereket

Modelling Cellular Perturbations with the Sparse Additive Mechanism Shift Variational Autoencoder

Generative models of observations under interventions have been a vibrant topic of interest across machine learning and the sciences in recent years. For example, in drug discovery, there is a need to model the effects of diverse interventions on cells in order to characterize unknown biological mec…