A split-control criterion for few-shot adaptation in single-cell perturbation prediction
Wanli Liang, Yabing Yang, Qiong-Yi Zhang, Jing-Cheng Feng, Qian‐Fei Wang, Dehua Zou, Jialin Tang, Yang Liu, Siyuan Wang, Junwei Duan, Yu Bai, Yi-Fang Li, WanYang Sun, Yun-Feng Cao, Rong-Rong He
This paper introduces SafeDelta, a split-control criterion for few-shot adaptation in single-cell perturbation prediction, showing it improves reproducibility and identifies biological programs.
bioRxiv · Oct 13, 2026 · PreprintBioinformatics