Significance-First Splitting: Aligning Treatment Heterogeneity Detection with Honest Estimation

Pantelis Z. Hadjipantelis, Weng Man Chiang, Karthik Nagesh

Estimating heterogeneous treatment effects (CATE) requires simultaneously detecting effect modification and quantifying estimation uncertainty. Existing tree-based methods make an…