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Covariate-informed Representation Learning to Prevent Posterior Collapse of iVAE
Though the identifiability is appealing, we show that iVAEs could have local minimum solution where observations and the approximated ICs are independent given covariates.-a phenomenon we referred to as the posterior collapse problem of iVAEs.
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