The paper characterizes the exact regimes where mean-field variational inference is accurate for LDA and MMSB, with tight finite-sample KL bounds.
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Variational Inference for Latent Variable Models in High Dimensions
The paper characterizes the exact regimes where mean-field variational inference is accurate for LDA and MMSB, with tight finite-sample KL bounds.