Don't know this for a fact, but I've been "told" that when it comes to the IRS recouping money from fraud (as opposed to other types of debt), the innocent spouse classification is almost always denied in cases where the fraud occurred while the tax filers where married to each other . But still, it definitely can't hurt to file for it and I recommend you do.
