I have no clue what you mean by "an average function". When you say "lets suppose its a continuous function on all of its domain, but it has not continuous partial derivatives. How should I demonstrate that its differentiable?" are you talking about a new function that is, in some sense, the "average" of this function? A function that does NOT have continuous partial derivatives certainly is NOT differentiable.