Hmm, I think they actually throw more/tougher enemies at you in harder difficulties. I also think the damage and aggressiveness is higher, but I'm not sure.
In Non-Stop infinite Climax mode disables Witch Time, which is tough as nails (also, I think it's less fun overall).