2026
What Makes a Good Representation for Single-Cell Perturbation Prediction?
ICML 2026poster
Single-cell perturbation modeling is fundamental for understanding and predicting cellular responses to genetic perturbations. However, existing approaches, from causal representation learning to foundation models, often struggle with an overlooked challenge: gene expression is dominated by perturba…