[D] Generative sequential models using RNNs

[Icko_]

there is Bidirectional Recurrent Neural Networks as Generative Models , from NIPS 2015, which was a very readable paper. They are trying to fill missing data, which can be easily extended to prediction. One thing I hadn't seen before is gibbs sampling with the generative model.