We consider intersection graphs of disks of radius in the hyperbolic plane. Unlike the Euclidean setting, these graph classes are different for different values of , where very small corresponds to an almost-Euclidean setting and corresponds to a firmly hyperbolic setting. We observe that larger values of create simpler graph classes, at least in terms of separators and the computational complexity of the problem. First, we show that intersection graphs of disks of radius in the hyperbolic plane can be separated with cliques in a balanced manner. Our second structural insight concerns Delaunay complexes in the hyperbolic plane and may be of independent interest. We show that for any set of points with pairwise distance at least in the hyperbolic plane the corresponding Delaunay complex has outerplanarity , which implies a similar bound on the balanced separators and treewidth of such Delaunay complexes. Using this outerplanarity (and treewidth) bound we prove that can be solved in time. The algorithm is based on dynamic programming on some unknown sphere cut decomposition that is based on the solution. The resulting algorithm is a far-reaching generalization of a result of Kisfaludi-Bak (SODA 2020), and it is tight under the Exponential Time Hypothesis. In particular, is polynomial-time solvable in the firmly hyperbolic setting of . Finally, in the case when the disks have ply (depth) at most , we give a PTAS for that has only quasi-polynomial dependence on and . Our PTAS is a further generalization of our exact algorithm.

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