My supervisor is putting my name on a paper I disagree with. What will happen if it is found to be wrong?
Usually nothing happens to the authors if the paper is wrong.  

Circumstances vary based on the topic and the way the paper is wrong.  So you, having read the paper, know more about the risks than we do.