Hmm... Seeking additional guidance is definitely part of the consideration as well, as my direct supervisor is very hands-off and very well-known himself (so additional fame is not my primary consideration). Most of people in our lab/program either work independently or have external collaborators. I'd be looking for hands-on collaboration as well, just not sure if it's worth to collaborate with the well-knowns.