No they shouldn't, it's beyond the reach of mankind's current capabilities. It's like trying to assert what happens after death.

A Creator may not be a conscious being, meaning it's a type of force in the laws of physics, like gravity. In which case, it wouldn't be called a "Creator".

It could, for example, have something to do with dark matter and scientists are working on figuring out what that is right now.