Using newton's 3rd law, can we argue that the
earth accelerates towards the rock at the same
time that the rock is accelerating towards the
earth?
Yes, but because the earth's mass is so large, its
acceleration is nearly zero that we can't really see it.
No, the earth cannot accelerate towards the rock
because we would see it.