Lotus Lantern (2021)

Both have a deity falling to earth, losing his memories, and undertaking a task/goal with the help of the human FL who he falls in love with.

Both are historical/fantasy dramas in which the ML was once a deity but is no mortal with no memories on earth. Both FLs are cursed or believed to be a curse.