arXiv stat.ML
· Papers
MediEncoder: Nonlinear Representation Learning for High-Dimensional Causal Mediation Analysis
arXiv:2606.30648v1 Announce Type: cross Abstract: Causal mediation analysis decomposes a treatment effect into indirect pathways through mediators and direct pathways not operating through them. Modern biomedical studies often involve high-dimensional covariates and mediators that are noisy proxies for lower-dimensiona