We study a generalization of the classical Hajnal-Szemerédi theorem to vertex-weighted graphs. Given a graph with nonnegative vertex weights, a coloring is called -approximately equitable up to one vertex (-EQ1) if, for each color class, the total weight remaining after removing its maximum-weight vertex is at most times the weight of any other color class. For vertex-weighted graphs with maximum degree , we show that there exist instances for which no -coloring is -EQ1 for any and . In light of this impossibility, we relax these parameters and establish the following results for any vertex-weighted graph with maximum degree : (1) for any and all , there exists a -EQ1 -coloring of , where is a fixed constant; and (2) for all , there exists a -EQ1 -coloring of . Furthermore, such equitable colorings can be computed in polynomial time. En route to our results on equitability under vertex weights, we establish sufficient conditions for the existence of -colorings that are equitable with respect to any given partition of the vertex set. Our coloring results correspond to fairness guarantees in a constrained fair division setting and lead to concentration inequalities for partly dependent random variables.

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