Ok,
For convenience, here is a copy of a post I did a while ago. It is not an interpretation but a heuristic of how the QM formalism can be justified.
Suppose two systems interact, and the result is several possible outcomes. We imagine that, at least conceptually, these outcomes can be displayed as a number on a digital readout. Such is an observation in QM. All I need to know is the number. But I will be more general than this and allow different outcomes to have the same number. To model this, we write the number from the digital readout of the ith outcome in position i of a vector. We arrange all the possible outcomes as a square matrix with the numbers on the diagonal. Those who know some linear algebra recognise this as a linear operator in diagonal matrix form. To be as general as possible, this is logically equivalent to a hermitian matrix in an assumed complex vector space where the eigenvalues are the possible outcomes. Why complex? That is a profound mystery of QM - it needs a complex vector space. Those who have calculated eigenvalues and eigenvectors of operators know they often have complex eigenvectors - so from an applied math viewpoint, it is only natural. But just because something is natural mathematically does not mean nature must oblige.
So, we have the first Axiom of Quantum Mechanics:
To every observation, there exists a hermitian operator from a complex vector space such that its eigenvalues are the possible outcomes of the observation. This is called the Observable of the observation.
But nothing is mystical or strange about it, just a common sense way to model observations. The only actual assumption is it is from a complex vector space.
Believe it or not, that is all we need to develop Quantum Mechanics. This is because of Gleason's Theorem:
https://www.arxiv-vanity.com/papers/quant-ph/9909073/
This leads to the second hypothesis of QM.
The expected value of the outcome of any observable O, E(O), is E(O) = trace (OS), where S is a positive matrix of unit trace, called the state of a system.
These are the two axioms of QM from Ballantine - QM - A Modern Development.
A state is just a calculational aid implied by modelling observations as an operator.
It is like probabilities themselves. If I put a dice in a box and shake it, when does it land on a number? Is it when the box is open? What is the difference between Schrodinger's Cat and the dice? In that lies a fundamental difference between QM and classical physics, if not the critical difference.
When an interaction is made (ie an observation), the wavefunction aids in calculating the outcome. Of course, it collapses - that is its job in helping to calculate the probability of an outcome. Is collapse itself an issue, or is it the fundamental difference between the situation between the dice and Schodinger's cat?
This is similar to the fundamental difference between statistical correlations in Bell and that of a simple couple of dice in a box that is shacked.
Thanks
Bill