Quantum Algorithms for One-Sided Crossing Minimization

September 03, 2024 Β· Declared Dead Β· πŸ› International Symposium Graph Drawing and Network Visualization

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Authors Susanna Caroppo, Giordano Da Lozzo, Giuseppe Di Battista arXiv ID 2409.01942 Category quant-ph: Quantum Computing Cross-listed cs.DS Citations 3 Venue International Symposium Graph Drawing and Network Visualization Last Checked 5 months ago
Abstract
We present singly-exponential quantum algorithms for the One-Sided Crossing Minimization (OSCM) problem. Given an $n$-vertex bipartite graph $G=(U,V,E\subseteq U \times V)$, a $2$-level drawing $(Ο€_U,Ο€_V)$ of $G$ is described by a linear ordering $Ο€_U: U \leftrightarrow \{1,\dots,|U|\}$ of $U$ and linear ordering $Ο€_V: V \leftrightarrow \{1,\dots,|V|\}$ of $V$. For a fixed linear ordering $Ο€_U$ of $U$, the OSCM problem seeks to find a linear ordering $Ο€_V$ of $V$ that yields a $2$-level drawing $(Ο€_U,Ο€_V)$ of $G$ with the minimum number of edge crossings. We show that OSCM can be viewed as a set problem over $V$ amenable for exact algorithms with a quantum speedup with respect to their classical counterparts. First, we exploit the quantum dynamic programming framework of Ambainis et al. [Quantum Speedups for Exponential-Time Dynamic Programming Algorithms. SODA 2019] to devise a QRAM-based algorithm that solves OSCM in $O^*(1.728^n)$ time and space. Second, we use quantum divide and conquer to obtain an algorithm that solves OSCM without using QRAM in $O^*(2^n)$ time and polynomial space.
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