Inspired by the observations above, we propose to inject data-dependent noise into latent variable z, rather than to setting the variance term σ 2 to a fixed value (Dai et al., 2017;Theis et al., 2017).
log σ 2 is obtained via a one-layer MLP transformation from g φ (x).