This is interesting. However, Minimizing a weighted sum doesn't correspond very well to most concepts of fairness would it be possible to change the allocation

This is interesting. However, Minimizing a weighted sum doesn't correspond very well to most concepts of fairness would it be possible to change the allocation rule to something like the Shapley value which naturally encapsulates at least some fairness axioms.