Reposted by Marianna Rapsomaniki
🚀 #NatureMachineIntelligence 🚀
Conditional Monge Gap: a lightweight method for generalizable Optimal Transport across perturbations.
Works well on unseen drugs, doses & time points. <1M params!
Paper: ibm.biz/conditional-monge-gap
Code: ibm.biz/conditional-monge-gap-code
@marianna-raps.bsky.social
ibm.biz
Conditional Monge Gap enables generalizable single-cell perturbation modelling - Nature Machine Intelligence
Driessen et al. present a conditional optimal transport method that can model the distribution shift between perturbed and unperturbed cell transcriptomes and that can generalize to unseen contexts.