On gift taxes what is the rationale for the giver to pay the tax and not the receiver?

Gift tax is essentially estate tax paid in advance. People with taxable estates cannot escape estate taxes by giving away their estates in advance, unless they can do it with many exempt gifts. While estates may be taxable, gifts are not income and are never taxed to the recipient.