It is interesting to mix EVT and GANs. Importance Splitting, a statistical tool that estimates probability of rare events and generates some of them, may also be closely related.
Great catch! Importance splitting is indeed a useful simulation technique for low probability events. The application of splitting based methods on bayesian models for extreme sample generation can be an interesting future work.