Well, since you asked.. I just rub some spit on it, until it comes off... Works everytime and is convenient.

Other more refined methods include putting them in
a container almost sealed with something damp, like a small wet towel... Leave them overnight and the stuck skin will likely be off in the morning, or at worst moist enough to be rubbed off manually with fingers.