Posterior Correlation

Definition

Posterior correlation means that under the posterior distribution, the latent variables are statistically dependent. Their joint posterior cannot be written as a product of marginals.

Why it matters in Q1

The true posterior may be correlated, but a mean-field or diagonal Gaussian approximation cannot represent that correlation.