COMET Flows: Towards Generative Modeling of Multivariate Extremes and Tail Dependence

Andrew McDonald, Pang-Ning Tan, Lifeng Luo

Normalizing flows, a popular class of deep generative models, often fail to represent extreme phenomena observed in real-world processes. In particular, existing normalizing flow a…