In the case of topic models, the model will be related to dynamic topic models (Blei and Lafferty, 2006) augmented by context features, and the learning procedure in §4 can be used to perform online learning of dynamic topic models.
our model captures longer-range dependencies than dynamic topic models, and can condition on nonlinguistic features or metadata.