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I have the same question.
And in your blog of vanilla VAE, you have this code comment # D_KL(Q(z|X) || P(z|X)); calculate in closed form as both dist. are Gaussian . The P(z|X) should be P(z) ?
I can see the implementation computes KL div between q(z|x,c) and p(z)=N(0,I) but the original formulation has conditional prior p(z|c).
Can you explain why you are still using zero mean unit Gaussian prior?
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