Before revision:  In this work, we first derive the ELBO for a fully tempered posterior in mean-field variational inference and subsequently use Bayesian optimization to automatically find the optimal posterior temperature  .
After revision:  In this work, we first derive the ELBO for a fully tempered posterior in mean-field variational inference and subsequently use Bayesian optimization to automatically find the optimal posterior temperature and prior scale .