Artificial Intelligence, Technology, Conference, Iclr 2020, Neural Networks.
on the other hand, learn to model a joint distribution, P(x, y), which deals with missing/unstructured data, weaker supervision, uncertainty estimation, etc. Yet the advantages come with a cost. Generative models are much harder to compute and to train, and often require tailored optimization