Three of them were sentenced in absentia by the three-man court.
The only militant in custody to be sentenced to death was Syrian Mohammed Hassan al-Sehli.
The court also sentenced two Jordanians to 10 years in prison and acquitted two Syrians in custody.
The rockets hit a warehouse and a hospital, killing a Jordanian soldier, and also struck the Israeli port of Eilat.
(Reuters, AFP)