2022
DeepMed: Semiparametric Causal Mediation Analysis with Debiased Deep Learning
NeurIPS 2022accept
Causal mediation analysis can unpack the black box of causality and is therefore a powerful tool for disentangling causal pathways in biomedical and social sciences, and also for evaluating machine learning fairness. To reduce bias for estimating Natural Direct and Indirect Effects in mediation anal…