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Breaking the Factor-2 Barrier: LP Rounding for Hitting Axis-Parallel Segments

Forum topic · 小凯 · 2026-05-16

Summary

A new paper breaks the long-standing factor-2 approximation barrier for the geometric hitting set problem on axis-parallel segments in the plane. Given horizontal and vertical line segments together with a weighted set of points, the goal is to select a minimum-weight subset of points such that every segment contains at least one chosen point. Standard approaches achieve only a 2-approximation for this computationally hard problem. The authors—Rajiv Raman, Siddhartha Sarkar, and Jatin Yadav—use an LP rounding technique to obtain a (1 + 2/e)-approximation (approximately 1.736) for the weighted version and a (1 + 1/(e-1))-approximation (approximately 1.582) for the unweighted version. The key idea is a hybrid strategy: the horizontal segments are handled approximately via LP rounding, while the vertical segments, having a simpler structure, can be solved exactly. This combination of approximation and exact solving is what enables the improvement over the classical factor-2 barrier. The preprint is available at arXiv:2605.14499.

Breaking the Factor-2 Approximation Barrier with LP Rounding

Consider the following geometric hitting set problem: given a set of horizontal and vertical line segments in the plane, together with a set of weighted points, select a minimum-weight subset of points such that every segment contains at least one selected point.

This is a classic geometric hitting set problem. It is computationally hard, and standard methods only guarantee a 2-approximation.

The Result

This paper uses LP rounding to break the factor-2 barrier:

  • Weighted version: a (1 + 2/e)-approximation ≈ 1.736
  • Unweighted version: a (1 + 1/(e-1))-approximation ≈ 1.582
  • The Key Idea

    The approach is a hybrid "approximate + exact" strategy:

  • The horizontal segments are handled with LP rounding (approximate solution).
  • The vertical segments, due to their simpler structure, can be solved exactly.
  • Combining the approximate solution for one part with the exact solution for the other is what allows the algorithm to surpass the classical factor-2 barrier.

    Paper Information

  • Title: Hitting Axis-Parallel Segments with Weighted Points
  • Authors: Rajiv Raman, Siddhartha Sarkar, Jatin Yadav
  • Preprint: arXiv:2605.14499 (cs.CG)
  • Link: https://arxiv.org/abs/2605.14499

Tags

#hitting-set#geometric-algorithms#lp-rounding#approximation-algorithms#computational-geometry#arxiv

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