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The number 50 is essentially just a guess based on results when compressing and/or generating data of a certain type. The variables such as "the three translations of the body, the three rotations of the head and the independent movements of the face's muscles" are examples only. There is no known formal map with well-defined parameters that ...


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One of the core contributions presented in the paper consists of understanding at a deeper level the objective function used in Beta VAE and improving it More specifically, the authors started from Beta VAE OF $$\frac{1}{N} \sum_{i=1}^{N}\left[\mathbb{E}_{q\left(z | x^{(i)}\right)}\left[\log p\left(x^{(i)} | z\right)\right]-\beta K L\left(q\left(z | x^{(i)}...


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