Debiased Counterfactual Generation via Flow Matching from Observations

Hugh Dance, Johnny Xi, Peter Orbanz +1

Estimating counterfactual distributions under interventions is central to treatment risk assessment and counterfactual generation tasks. Existing approaches model the counterfactua…