If a couple file a joint return and the non-support-owing-spouse files an Injured Spouse form, then the IRS will divvy up the tax return accordingly.
What happens is if the OP can PROVE that the non-paying parent is hiding their income and assets under the guise of it belonging to the spouse. But, that can require more money than most parents can afford.