Does a wife have to pay the federal estate tax when she inherits from her husband?

No, there is an unlimited deduction from federal estate and gift tax that postpones the tax on assets inherited from one spouse until the second spouse dies.  However, this marital deduction applies only if the inheriting spouse is a United States citizen.