2 papers
stat.ME2026
Collaborative representations for targeted causal inference under outcome selection
Johan de Aguas
Estimating causal effects with missing outcomes requires learning outcome, exposure, and selection models. Flexible propensity learners can predict treatment or missingness well wh…
stat.ME2026
Scope-Restricted Backtracking Counterfactuals
Johan de Aguas, Martin Jullum
Interventional counterfactuals evaluate statements such as "had been " by replacing the assignment for while keeping the unit's exogenous background fixed. Backtracking…