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426: ProtoCloud — Prototypical self-explaining model for single-cell analysis

Jul 23, 2026 16:53

Guo K et al., Cell Genomics - ProtoCloud is a self-explaining deep generative model that embeds single cells around cell-type-specific prototypes to deliver accurate, uncertainty-aware cell type annotation and gene-level explanations from raw UMI counts. Key terms: single-cell, explainable AI, prototypical models, cell type annotation, uncertainty estimation.

Study Highlights: ProtoCloud…