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stat.ME2024
Ablation Studies for Novel Treatment Effect Estimation Models
Hugo Gobato Souto, Francisco Louzada
Ablation studies are essential for understanding the contribution of individual components within complex models, yet their application in nonparametric treatment effect estimation…
stat.ME2024
Beyond Arbitrary Replications: A Principled Approach to Simulation Design in Causal Inference
Hugo Gobato Souto, Francisco Louzada Neto
Evaluation of novel treatment effect estimators frequently relies on simulation studies lacking formal statistical comparisons and using arbitrary numbers of replications (). Th…