Seat up if you value mechanical simplicity. Females dominate the down position and males use both up and down; therefore, the courtesy should favor males.
Seat down if you value women. Sacrifice is the key to masculine dominance and domestic tranquility.
I’m surprised they haven’t invented a device for the toilet which automatically lowers the seat if it detects a woman in the room.