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Practical PTAS Implementation in Hyperbolic Geometry via Quadtrees

Develop and implement polynomial-time approximation schemes in hyperbolic geometry based on quadtree decompositions, specifically targeting the construction of hyperbolic Steiner minimal trees, to enable user-tunable approximation–time trade-offs and bridge the empirical gap to optimal performance.

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Background

The authors report a remaining empirical gap between their heuristic results and the theoretical upper bound for reductions in hyperbolic Steiner minimal trees. They propose PTAS-based approaches, inspired by Euclidean geometric PTAS methods, as a promising route to systematically control the performance–time trade-off.

Although the existence of quadtrees in hyperbolic space has been established theoretically, the paper notes that a practical implementation of such PTAS algorithms for hyperbolic problems—crucially including SMT construction—has not yet been realized, and resolving this would advance the state of the art.

References

While the construction of quadtrees in hyperbolic space has been shown to be theoretically feasible [kisfaludi2025near], the practical implementation of these polynomial-time approximation algorithms in hyperbolic geometry remains an open challenge that could finally bridge the gap to optimal performance.

Randomized HyperSteiner: A Stochastic Delaunay Triangulation Heuristic for the Hyperbolic Steiner Minimal Tree (2510.09328 - Medbouhi et al., 10 Oct 2025) in Section 6 (Discussion and Future Work)