YouTube has a hidden button labeled "New to you". I've recently discovered it, seems to do a better job of recommending new videos, compared to the home page recommendations.

Here is a screenshot on YouTube mobile: https://photos.app.goo.gl/9zk4gaihuxu7WABF6