Shouldn't make any difference, assuming all other parameters are equal. In any case, the biggest difference is the rider- I sometimes pass cyclists on expensive racing bikes uphill, riding my old, heavy 3-speed laden down with books, apparently much to their annoyance. I'm not particularly fit or strong either.