GeoSinkhorn Flow: Geometry-Aware Flow Matching for Perturbation-Conditioned Dynamics in Single cell Data Phenoscapes
Ke Xu, Alistair Wilkinson, Ni Shuang, Guillaume Huguet, Gerstein Mark, Guy Wolf, Christopher J. Tape, Smita Krishnaswamy
GeoSinkhorn Flow converts static phenoscapes into dynamic ones by learning perturbation-conditioned transport trajectories that respect the phenoscape's geometry and generalize to unseen conditions.
bioRxiv · Oct 22, 2026 · PreprintBioinformatics