What I've done is turn off watch history. That makes the front page blank, but it means that the recommendations next to videos are only related to that video,

What I've done is turn off watch history. That makes the front page blank, but it means that the recommendations next to videos are only related to that video, which in my experience makes for much higher quality recommendations than ones based on watch history.