Papion

In this case, the ML has short-term memory. He also has sticky notes all over his house reminding him of what he needs to do.
The FL is a psychotherapist who tries to help him train his sensory memory.
They also fall in love, and the rest of the story is kinda the same, only that it's a more mature version.