Yichen Xie

Detection without prediction: an empirical capability boundary for covariance-driven single-perturbation models

Predicting a cell’s response to genetic perturbation from its unperturbed state is a central goal of computational biology. The CIPHER framework derives that response from the gene-gene covariance of control cells (ΔX = Σu) and reports high accuracy. We reproduced CIPHER with its...