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Huan Liang

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Open access Aug 2026

COMPASS: Component-Wise Inference of Shared and Gene-Specific Perturbation Response

Predicting how a genetic perturbation reshapes a cell’s transcriptome is a central goal of computational biology. Previous studies report that the mean response across training perturbations rivals specialized models on standard accuracy metrics, even though it cannot distinguish which perturbation occurred. Across 2,2...

Huan Liang, Rohit Singh · 0 citations

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