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Advances in quantum algorithms for the shortest path problem (2408.10427v2)

Published 19 Aug 2024 in quant-ph

Abstract: Given an undirected, weighted graph, and two special vertices $s$ and $t$, the problem is to find the shortest path between them. We give two bounded-error quantum algorithms in the adjacency list model that solve the problem on structured instances. The first approach is based on sparsifying the original graph via sampling the quantum flow state and running a classical algorithm on the smaller problem. It has query complexity of $\tilde{O}(l2\sqrt{m})$ and uses $O(\log{n})$ space, where $l$ is the length (or total weight, in case of weighted graphs) of the shortest $s$-$t$ path. The main result is the second approach which is based on a divide and conquer procedure that outputs the shortest path in $\tilde{O}(l\sqrt{m})$ steps when using $O(\log{n})$ space and can be parallelised to $\tilde{O}(\sqrt{lm})$ circuit depth when using $O(l\log{n})$ space. With the latter, we partially resolve with an affirmative answer the open problem of whether a path between two vertices can be found in the time required to detect it.

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