Fixed σ

Evaluation of deep Gaussian V AEs (averaged over 5 trials) on real-valued MNIST. All results in the paper are now consistent with this. We are grateful for your comments and suggestions. We agree that the experiments and theory could have been better aligned. However, the non-linear model has some unexplained behaviours -- e.g. the best model has some posterior collapse.