If my husband dies owing child support, will I be responsible?

Child support comes out of his estate. If it was mortgage, it would be paid from the proceeds of his estate, including life insurance. What the children's mother has is irrelevant. He owes what he owes, and if his condition is so reduced and he hasn't asked for a modification, he's a deadbeat. Period.