The closest model to LCTM is Gaussian LDA (Das et al., 2015), which models each topic as a Gaussian distribution over the word embedding space.
the assumption that topics are unimodal in the embedding space is not appropriate, since topically related words such as 'neural' and 'networks' can occur distantly from each other in the embedding space.