Looking for fiction book about man who remembers all his past lives?

Looking for a book - can't remember the title - about a man who remembers all his past lives and romances the same woman throughout all of them. Read about it today at the hairdresser's in - I think! - Glamour mag. It was recommended summer reading, so the book was published recently. Blue cover. Written by a man. Sound familiar to anyone? Thanks!