It probably hurts publishers (the entities hosting the ads). If the expectation of fraud renders ad impressions less valuable, then the publishers get a slice

It probably hurts publishers (the entities hosting the ads). If the expectation of fraud renders ad impressions less valuable, then the publishers get a slice of a smaller pie. That, or they cram even more ads onto their sites to compensate, and users throw up ad blockers or go elsewhere.