# Reproduction: Gaussian Mean Field Variational Inference can Overestimate Predictive Variance ## Pages | Page | | --- | | [Executive summary](#/executive-summary) | | [Claim 0: Current anchored-claim evidence map](#/claim-0-current-anchored-claim-map) | | [Claim 1: Posterior underestimation can coexist with predictive overestimation](#/claim-1-directional-variance-inversion) | | [Claim 2: Training-distribution predictive variance is lower](#/claim-2-training-distribution-identity) | | [Claim 3: Overestimation follows directions of data concentration](#/claim-3-data-concentration) | | [Conclusion](#/conclusion) | | [Claim 4: cold posteriors correct the overestimation](#/claim-4-cold-posteriors) | | [Claim 5: optimal temperatures in- and out-of-distribution](#/claim-5-optimal-temperatures) |