I think the common ones have statistical interpretations (that predate deep learning by a lot). Perhaps the one for the rectified linear unit is pretty obscure. But as I understand it, the statistics concept is called the "Tobit" model. It's meaning is not so obscure though, just a prediction that can be non-negative only, which is pretty common like a mass or energy.