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cs.LG2026
Sampling Interventional Distributions with Orthogonal MMD Flow
Bariscan Bozkurt, Hugh Dance, Zonghao Chen +3
Many causal inference problems require sampling from interventional outcome distributions rather than estimating low-dimensional summaries. Existing approaches often rely on fittin…
stat.ML2026
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…