Two other soldiers were killed in a separate attack on Wednesday.
There are reports that the three soldiers killed in the latest attack were from the 101st Airborne Division - the same force which led the siege on the house in Mosul, Iraq, where Saddam's sons were shot.
The US military has said it's sure that two men were Saddam Hussein's sons.