cs.LG, stat.ML

Distributional Causal Mediation via Conditional Generative Modeling

arXiv:2605.01765v1 Announce Type: new
Abstract: Mediation analysis has traditionally focused on outcome-level summary contrasts, such as mean effects, which may obscure substantial distributional changes induced by complex and nonlinear causal mechani…