Since numbers are aphysical, how do we relate this to causal relations?
You just begged the question. Eliezer answered you in the OP:
Because you can prove once and for all that in any process which behaves like integers, 2 thingies + 2 thingies = 4 thingies. You can store this general fact, and recall the resulting prediction, for many different places inside reality where physical things behave in accordance with the number-axioms. Moreover, so long as we believe that a calculator behaves like numbers, pressing ‘2 + 2’ on a calculator and getting ‘4’ tells us that 2 + 2 = 4 is true of numbers and then to expect four apples in the bowl. It’s not like anything fundamentally different from that is going on when we try to add 2 + 2 inside our own brains—all the information we get about these ‘logical models’ is coming from the observation of physical things that allegedly behave like their axioms, whether it’s our neurally-patterned thought processes, or a calculator, or apples in a bowl.
You just begged the question. Eliezer answered you in the OP: