the decoder only sees z sampled from q(z|x, c) and never experiences z sampled from p θ (z|c), which is always used at testing time.
in this paper, we propose a simplified ELBO for encoder-decoder models with stochastic latent variables: Essentially this simplified objective sets the posterior network the same as our encoder, i.e.