With Piped you are watching videos through the Piped server, which is the one calling YouTube. So Google knows the server is watching but it does not know it's you. A proxy, they call it.

The benefit is clearly that your views get mixed with many other people's and tracking individually is way more difficult.

Also, you get to have subs, playlists... All synced with your Piped account.