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D What to do when you find a closely related paper has mistake | Data Scientology

D What to do when you find a closely related paper has mistakes

Hello guys, I am a new master student in ML and currently writing a paper. I found that there is a very closely related paper submitted to Arxiv several months ago, but the main proof in this paper is wrong for certain. I have contacted the author but heard no response.

So how should I treat this in my own paper? Of course I can't just ignore it and not cite it. But if I point out this mistake in my paper, will it make my paper "dangerous" during the review process in a conference? (Sorry if it is a silly question I am just worried about my first paper)

/r/MachineLearning
https://redd.it/rfmxi5