Distributionally robust tail bounds based on Wasserstein distance and $f$-divergence

Corina Birghila, Maximilian Aigner, Sebastian Engelke

In this work, we provide robust bounds on the tail probabilities and the tail index of heavy-tailed distributions in the context of model misspecification. They are defined as the…