Companies usually provide the space and will sponsor pizza and drinks, at least in SF. That’s about all the costs beyond the time of the organizers which is offered for free.
I went to some Papers We Love meetups here in NYC a few years ago and learned a lot not only from the presenters but from other attendees ranging from database experts to sound engineers. Some very nice, kind people!