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There is a general view that "penalties" are be based on to whom you link, not on who links to you. In terms of PageRank, I can't see any risk. In terms of ranking for words in the page they link to, I wouldn't worry as long as you have a good number of 'natural' links to it as well.
I agree. Google is very aware that a competitor should not be able to damage you by such an action. It is too obvious a trick not to have been addressed by Google, and I agree with rfgdxm1, the links will be ignored. However, linking to a link farm is bad news!
Don't lose any sleep about it, I'm sure this will nor affect you. I have several sites that appear on these farms as 'potential link partners'. I have never been affected to my knowledge. I usually get an email asking if I would like to participate (which I ignore) and eventually the link disappears. My rankings are stable either way.