Your personal XPs are in your account, bringing you up to a certain level.
Same applies to the CC XPs, they stay are in their CC account, good for a certain level.
When you leave the CC, each one keeps his credits XPs (edited).
But, the old CC will "lose" your credits in their "earnings" list.