Christian Gensbigler

This paper introduces eVAE, a discrete-latent model for single-cell perturbation prediction, achieving state-of-the-art results on multiple metrics and outperforming existing methods in perturbation ranking.

This paper introduces Discrete Cell Models (DCM), a diffusion-based framework for single-cell gene expression modeling that operates in the discrete domain, achieving strong performance on benchmark datasets.