The End of Endless Love

Both are short length stories with an alien ML trying to return home and human FL with a connection to the entertainment industry.

Both have a romance between an alien and a human but the genders are flipped. Both feature amnesia in some way (ML in MGIAA has an odd sort of recurring amnesia, and the FL in TEOEL forgets about the ML). Both aliens have some special power(s) that they use to help the human.

Nam Hong Ju, endowed with the ability to foresee events, resides with her widowed mother who runs a small restaurant. Despite her gift, she often finds herself powerless to change the outcomes. On the other side of the street, Jung Jae Chan, a rookie prosecutor, and his younger brother Seung Won become their new neighbors. An unusual dream involving Hong Ju, ruthless attorney Lee Yu Beom, and a life-saving intervention leads Jae Chan to realize their destinies are intertwined, as they begin sharing dreams and connecting in mysterious ways.

Both are movie length stories featuring a celebrity FL and an alien ML with special powers that he uses to help her. The ML's life becomes tethered to the FL's in the process of trying to save her, and he risks his life to remain on earth. Both MLs have alien friends who try to persuade them to leave the FL to save their lives.

Both are short length stories with an alien ML trying to return home and human FL with a connection to the entertainment industry.

Both are about a relationship between an alien stuck on earth and a human who comes to learn their secret identity.

Both are a love story between an alien and a human.
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Both are a love story between an alien who is planning on returning home and a human who disrupts the alien's plan.

Both are a love story between the alien ML whose life on earth is threatened if he remains and the human FL.

Both MLs are aliens with special powers who are attempting to return home, only to decided to stay on earth, at the risk of their own lives, when they fall in love with the FL. The FL is a celebrity. Similar melancholy tone and star-crossed romance feel.