arxivq-bio.GNcs.AIcs.LG2026-07-20
Making Single-Cell Data Distillation Auditable: Traceable Real-Cell Coresets via Discrete Min-Max Selection
Yaodi Luo, Peize He, Bowen Han, Lingbei Mengg
Single-cell datasets are increasingly costly to store, audit, and reuse for model training. Dimensionality reduction and dataset distillation can reduce this burden, but conventional distillation methods often produce synthetic expression profiles that cannot be traced to an assa…