Not really. I mean, yes, nuclear weapons are a thing, but Dept. of Energy supports many many directions not related to nuclear weapons. Physics research is mostly funded by DOE Office of Science or the National Science Foundation.
I'm not trying to correct you, but adding context for the weapons aspect.
It may surprise people, but the DOE is the government body that is responsible for nuclear weapons research in the US.