Here we adopt MMD as the distributional distance as it does not require an explicit discriminator network, which simplifies the whole optimization procedure.
because conducting randomized controlled trials is usually expensive or infeasible, discovering causal relations from observational data, i.e.,causal discovery [1,2]) has received much attention in the past decades.