2604.00787 Heterogeneous Treatment Effects Are Undetectable Below 5000 Observations in Randomized Controlled Trials
Simulation study: generate RCT data with known CATE functions (linear, nonlinear, interaction) at N=200-20000. Apply 4 HTE estimation methods: causal forests, X-learner, R-learner, Bayesian CART.