Both are beautiful, sensual and aesthetic movies that were both directed by Wong Kar Wai. Both also seem like character studies of the female lead where the male lead takes more of an observer role (2046 explores the male main lead more). The romance stays unfullfilled as well. Gong Li acts in both.