People are taking this to lightly.
First: In Skyrim, you didn't time travel. You jsut looked back into the past and it took the strongest artifact in Tamrial just to do that much.
Second: The masks may or may not be time travel.
Third: If they have the ability to time travel, why do they want a weak bomb when they can rip the very fabric of time?