Writing more successful machine learning research papers

Mostly all machine learning papers state the "novelty" at the end of the introduction. Why do they do this? Because it's a requirement by many journals and conferences, that what's being presented is new. And it's good to require that from a paper, because: If it's not novel, why bother reading it? A novelty is something that was know known before.