Their estate would be responsible for the unpaid taxes, but their children WILL NOT be responsible. If the estate does not have enough assets to pay off their debt, then the IRS is SOL.
However, any creative planning to make it seem as though there are no assets in the estate, when there really are, will likely backfire.