Long for you is particular remake of you who came from the stars.
In you who came from the stars male lead has supernatural powers and is immortal but in long for you female lead has supernatural powers and is immortal.
Both dramas feature a romance with an immortal. My Amazing Boyfriend is more light-hearted with elements of action. Long for You is more reflective and slow-paced.