Bioinformaticsnpj Systems Biology and ApplicationsPeer-reviewed
RobustCell: A Model Attack-Defense Framework for Robust Transcriptomic Data Analysis
Tianyu Liu, Qi Kang, Xiao Luo, Hongyu Zhao
RobustCell evaluates attack-defense methods in single-cell and spatial transcriptomic data analysis, showing attacks can impair clustering and annotation, while defenses can protect model performance.
DOI 10.1038/s41540-026-00799-9