Hee-Sun Choi

AnnFlux: object-conditioned neural stochastic differential equations for single-cell perturbation dynamics

This framework maps perturbation-driven cell-state evolution as continuous trajectories and represents unseen perturbations using prior-knowledge embeddings and improves distributional fidelity and predicts responses to held-out perturbation combinations.