Officially the US Army Air Forces from 1941-1947.
I think I would have referred to that mouthful as the Air Force, especially when speaking to a foreigner who would be likely most familiar with the present terminology.
(Dad was USAF 1958-1984; I was Army 1986-1999.)
You are probably right.