# Near-Optimal Dynamic Steiner Spanners for Constant-Curvature Spaces

arXiv: https://arxiv.org/abs/2509.01443 · HTML: https://mlsanity.com/paper/2509.01443/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 1 Sep 2025.

## Built on by (most cited first, 1 of 1)

- [Randomized HyperSteiner: A Stochastic Delaunay Triangulation Heuristic for the Hyperbolic Steiner Minimal Tree](https://mlsanity.com/paper/2510.09328/) (2025)

## Abstract (arXiv)

We consider Steiner spanners in Euclidean and non-Euclidean geometries. In the Euclidean setting, a recent line of work initiated by Le and Solomon [FOCS'19] and further improved by Chang et al. [SoCG'24] obtained Steiner (1+varepsilon)-spanners of size Od(varepsilon(1-d)/2log(1/varepsilon)n), nearly matching the lower bounds of Bhore and T'oth [SIDMA'22]. We obtain Steiner (1+varepsilon)-spanners of size Od(varepsilon(1-d)/2log(1/varepsilon)n) not only in d-dimensional Euclidean space, but also in d-dimensional spherical and hyperbolic space. For any fixed dimension d, the obtained edge count is optimal up to an O(log(1/varepsilon)) factor in each of these spaces. Unlike earlier constructions, our Steiner spanners are based on simple quadtrees, and they can be dynamically maintained, leading to efficient data structures for dynamic approximate nearest neighbours and bichromatic closest pair. In the hyperbolic setting, we also show that 2-spanners in the hyperbolic plane must have Omega(nlog n) edges, and we obtain a 2-spanner of size Od(nlog n) in d-dimensional hyperbolic space, matching our lower bound for any constant d. Finally, we give a Steiner spanner with additive error varepsilon in hyperbolic space with Od(varepsilon(1-d)/2log(α(n)/varepsilon)n) edges, where α(n) is the inverse Ackermann function. Our techniques generalize to closed orientable surfaces of constant curvature as well as to some quotient spaces.