A study at Stirling and Aberdeen Universities found that averting the eyes by even a fraction can make you appear less attractive.
(You can increase your attraction to the opposite sex simply by looking straight at them and smiling. Of course as I'm completely boss-eyed this advice is completely useless to me.)