perturbation prediction

Modeling Complex System Dynamics with Flow Matching Across Time and Conditions

Talk on Multi-Marginal Flow Matching (MMFM) for modeling system dynamics from temporal snapshot data.

Cross-Modality Matching and Prediction of Perturbation Responses with Labeled Gromov-Wasserstein Optimal Transport

Labeled Gromov-Wasserstein optimal transport for predicting cellular responses to perturbations across modalities.