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Soft-Constrained Optimization of Latent Space in Variational Autoencoders
This work imposes an entropy-based constraint on individual latent variables, showing that the entropy of a latent code upper-bounds the mutual information it carries about the generative factors of the data, and proposes a weight-filter method that exploits the slack of the soft constraint to prune low-entropy dimensi...