Pull up/Pull down power consumption
It doesn't consume power if the signal is in the state it is pulled to, i.e. HIGH if pulled up or LOW if pulled down.

Therefore it just depends on the state the signal is in most of the time (assuming that pull up current equals pull down current):
If the signal is LOW most of the time it consumes more power if it is pulled up and vice versa.