This can all be sorted by contracts? The ad network pays out only after the ad has fully ran for 7 days, and if the webmaster removes the ad or similar they don't get paid and the advertiser gets refunded. Enforcing this is trivial by the ad network or a neutral third-party scraping the websites running the ads to confirm the ads are displayed properly.