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Answer by Hossein for Are Neural Nets a Special Case Of Graphical Models?

You can view a deep neural network as a graphical model, but here, the CPDs are not probabilistic but are deterministic. Consider for example that the input to a neuron is $\vec{x}$ and the output of...

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Are Neural Nets a Special Case Of Graphical Models?

Are Deep Neural Nets Graphical Models? In the talk, here at NIPS, they say that: GANs and VAEs are Graphical Models, just with a particular CPD and cost function. They are bipartite complete graphs....

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Answer by Christabella Irwanto for Are Neural Nets a Special Case Of...

If you focus on the generative part, GANs and VAEs are actually mathematically the same object (1), i.e. Gaussian latent variable models, where $z$ is a latent Gaussian random variable pointing to an...

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