The asymptotic behavior of the integrated density of states (IDS), , is investigated for random Schrödinger operators with a single-site potential satisfying . Under the assumption that the underlying point process is a Gibbs point process with repulsive pairwise interactions, the leading term of as is determined using a periodic approximation method. It is shown that repulsive pairwise interactions lead to a significantly faster decay of compared to the Poisson case. Furthermore, configurations with multiple clusters can provide the dominant contribution to the IDS in the Gibbs setting, contrasting with the single-cluster dominance typically observed in Poisson models. Finally, refined estimates of the leading constants are provided for specific classes of potentials, including those with multiple singularities.

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