This is a pretty unhelpful way of justifying this sort of thing. Kolmogorv complexity doesn’t give a unique result. What programming system one uses as one’s basis can change things up to a constant. So simply looking at the fact that Solomonoff induction is equivalent to a lot of formulations isn’t really that helpful for this purpose.
Moreover, there are other formalizations of Occam’s razor which are not formally equivalent to Solomonoff induction. PAC learning is one natural example.
This is a pretty unhelpful way of justifying this sort of thing. Kolmogorv complexity doesn’t give a unique result. What programming system one uses as one’s basis can change things up to a constant. So simply looking at the fact that Solomonoff induction is equivalent to a lot of formulations isn’t really that helpful for this purpose.
Moreover, there are other formalizations of Occam’s razor which are not formally equivalent to Solomonoff induction. PAC learning is one natural example.