Learning Consistent Deep Generative Models from Sparse Data via Prediction Constraints

Gabriel Hope, Madina Abdrakhmanova, Xiaoyin Chen +2

We develop a new framework for learning variational autoencoders and other deep generative models that balances generative and discriminative goals. Our framework optimizes model p…