D2R2: Discrete Diffusion with Regulation Reinforcement for Single-Cell Perturbation Prediction

Ninghan Fan, Qi Liu, Xunuo Zhu +9

Predicting single-cell transcriptomic responses to genetic perturbations is central to functional genomics and virtual-cell modeling. Existing approaches, however, typically predic…