Usually the reason nobody answers is that nobody has a good, helpful answer for you. You asked: "How do I clean off the joint compound on the rest of the panel? It doesn't seem to have a finish and I'm concerned about getting the paneling to wet." My best shot: Without getting it wet, I don't know. (not knowing what kind of paneling we're talking about here) My guess is that you'll have to use a little water.