A general principle of science is that simpler explanations are more likely. Rule-of-thumb described by Occam's razor, formalized by concepts like Solomonoff induction. Rules like 1/r^2, being simple, are assigned a higher prior probability.

This makes sense because otherwise you waste a bunch of time on overfitted theories.