Is there a valid way to put up a paper on arXiv or GitHub and make it private just before a conference?
would uploading the paper to GitHub in a private repository serve as proof if I ever need to prove that I came up with the idea first, if I've been scooped? 


You can prove you came up with the idea first, but you can still be scooped, since credit will be given to the first public work.