I have studied maths, and I enjoy thinking logically. The difference is that while mathematical axioms are also arbitrary, they never claim to not be arbitrary. Therefore it seems more honest to me.
Mathematics axioms aren't arbitrary in the same way philosophical axioms aren't arbitrary. Mathematical axioms are chosen for many reasons, one of which is that they are useful.