> And from a scientific point of view, not doing literature review for ones own ideas is bad science

I'd like to agree, but honestly ML is at the point where you couldn't possibly exhaustively review the literature to make sure your own work is original. I think you should make a sincere attempt at it, but the volume of publications per unit time is just beyond the ability of a human being to handle.