When taxiing, does the pilot try to set a power level which will get the plane moving and then use the brakes to control speed, or will the pilot adjust the thrust to get appropriate speeds, or is it a combination of both of these \ depends on how the pilot feels?
The aircraft behave differently depending upon their weight. Often, at light weights, a 767/747 will start to move as soon as you release the brakes, with the power at idle, so all you're going to be able to do is use the brakes to control the speed. You don't ride them, or attempt to hold the speed constant, but rather you let it accelerate to whatever max you consider appropriate, and then slow it back to ten or so knots. That limits the amount of heat the brakes pick up.
At heavy weights though (and in reality, that's pretty well all 747/380 ops), you'll need about 10% thrust just to start it moving. Then, you may be able to go back to idle (depends mainly on the slope of the airport...Melbourne is very uphill/downhill). Approaching a corner you'll need to brake back to 5-8 knots, but then in the corner you will normally need some power on the outboard engine, otherwise the aircraft will simply stop because of the extra rolling resistance in the turn. You need to lead the power increase by a couple of seconds, as the engines take time to respond. Get it right, and you don't need much of an increase. But, if you're too slow, and it loses momentum, then it will require quite a bit of power to get it going again (more than the initial start, as the nose and body gear steering are now offset).
Riding the brakes against power is an extremely poor technique, and will lead to hot brakes in very short order. The aircraft brakes are often starting from temperatures well above ambient anyway, as (in the 380 at least) they often end up around 500 degrees C around the time you reach the parking bay. By the time you are ready to depart, an hour or so later, they have normally cooled to about 150 degrees, but you have a max of 300 for takeoff, so you need to be mindful of just how much, and how, you use them.