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A probabilistic or statistical model thought about as describing how the values in a sample is actually generated, and not only as a description or approximation.

6 votes
1 answer
4k views

Why we learn $\log{\sigma^2}$ in VAE reparameterization trick instead of standard deviation? [duplicate]

We know that the reparameterization trick is to learn two vectors $\sigma$ and $\mu$, sample $\epsilon$ from $N(0, 1)$ and then your latent vector $Z$ would be (where $\odot$ is the element-wise prod …
Peyman's user avatar
  • 309
7 votes
1 answer
1k views

reparameterization trick in VAEs, How should we do this?

I'm confused about how does reparameterization trick works. In this article shows it very simple. You learn two vectors $\sigma$ and $\mu$, sample $\epsilon$ from $N(0, 1)$ and then your latent vecto …
Peyman's user avatar
  • 309