If both spouses are joint account holders, both are legally responsible for the debt regardless of what the divorce decree says. The decree may assign responsibility to one spouse, but the creditor can pursue either party for payment. The only way to fully separate liability is to pay off the balance or transfer it to an individual account (Experian).