Causal mediation analysis examines the roles of intermediate variables that lie in the causal paths between treatment and outcome variables. In recent years, many new assumptions have been proposed that provide nonparametric identification of causal mediation effects when treatment is randomized but intermediate variables are not. We provide new analytical results which demonstrate that these...