One Direction's new album is called 'Midnight Memories'.
We know this because they, or more likely someone from their team, tweeted about it.
"YES — 1D's 3rd album is MIDNIGHT MEMORIES & is out Nov 25th! AND you can pre-order Mon! 1DHQ x #RememberRememberThe25thNovember"
So now you know.