They are suppressors (a.k.a. silencers). They work just like your car’s muffler and both were invented by the same guy: the grandson of the inventor of the Maxim machine gun.

It will certainly not make these monster guns movie-quiet but it reduces their massive sound and flash signature making it harder to locate where they were shot from.