I don't think the paper explicitly says anything about this, but I would expect them to be similar. If anything I would imagine they would require less memory, but not more. That having been said, if you're thinking of e.g. DALL-E 2 or Stable Diffusion, those models also have other parts that PFGMs don't (like text encoding networks), so it is completely fair that they are larger!