2 papers
cs.LG2026
What Makes a Representation Good for Single-Cell Perturbation Prediction?
Wenkang Jiang, Yuhang Liu, Yichao Cai +5
Single-cell perturbation modeling is fundamental for understanding and predicting cellular responses to genetic perturbations. However, existing approaches, from causal representat…
cs.AI2026
SAVE: A Generalizable Framework for Multi-Condition Single-Cell Generation with Gene Block Attention
Jiahao Li, Jiayi Dong, Peng Ye +3
Modeling single-cell gene expression across diverse biological and technical conditions is crucial for characterizing cellular states and simulating unseen scenarios. Existing meth…