This question mentions distance correlation. Where has this concept been applied to financial data and provided new insight? Do you know any examples or references?
Reading this note it strikes me that credit spreads and defaults seem not to be commonly modeled jointly (e.g. more or less directly in structural models), but at best with some kind of "ex post" ...