Usually, the "problem" they exist to solve is that some government functionary wants to look like they're "doing something", which is itself a form of corruption. Regulations also commonly serve ideologically-motivated belief that some faction has managed to force on everyone else. Everything else that is "corrupt" about proscriptive regulations follows from the fact that the belief in proscriptive regulations is a corrupt belief (and illegal under the US Constitution as it was actually written).