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Open access Sep 2026

Cell-level random splits leak group-owned answers in single-cell benchmarks

Machine learning models in single-cell biology increasingly forecast differentiation, reprogramming and therapeutic response from early transcriptomic profiles. Testing whether a model has learned real biology requires held-out cells. Single-cell data, however, are grouped: cells from the same clone, patient or batch s...

Cang Hu, Sha Sun · 0 citations

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