It’s not creepy or anything, but personally I’d prefer a more relaxed vibe like a bbq or a couple of evening drinks. Just make sure the invite is super casual, like “hey it’d be great to get to know you guys over a tea or coffee whenever you’ve settled” and then invite them again in 2-3 weeks or something.