In terms of fault, we're doing what we can to filter it out when it hits us, but nothing particularly sophisticated yet. On other exchanges, our filters filter out some significant percentage of traffic, but the same filters applied on Adx don't get triggered often. The click and conversion behavior of ads shown number seem to suggest that this is due to google actually doing a really good job of filtering the fraud before it hits us.
