In fact, LDA evolved out of efforts in the 1990s to provide a generative model that "explains" the success of older vector space methods like Latent Semantic Indexing (Papadimitriou et al., 1998;Hofmann, 1999).
none of these earlier generative models has been linked to PMI models.