Preprint
Aug 2026
Joint Flow Matching Enables Continuous Dose-Conditioned Cell Morphing
Generative modeling has shown increasing promise for predicting cellular perturbation effects under chemical compound treatments. Existing approaches either model perturbation as a distribution-to-distribution mapping without explicit concentration handling, or treat concentration as a discrete class label, precluding...
L. Bogensperger, Manuela Merlo, Martin Baumgartner et al.
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