Artificial Intelligence, Technology, Conference, Iclr 2020, Neural Networks.
boils down to sum in its log form: The authors used the standard cross-entropy to compute p(y|x) and Stochastic Gradient Langevin Dynamics (SGLD) for log p(x). It is expected that, with the generative modelling properties, JEM has advantages of uncertainty quantification, out of distribution