Multidimensional Quantum Walks, with Application to k-Distinctness

๐Ÿ“… 2022-08-29
๐Ÿ›๏ธ arXiv.org
๐Ÿ“ˆ Citations: 11
โœจ Influential: 2
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๐Ÿค– AI Summary
A long-standing gap exists between time complexity and query complexity for the $k$-distinctness problem. Method: We introduce a novel multidimensional quantum walk framework grounded in extended electrical network theory, integrating graph-structural encoding, amplitude amplification, and tailored quantum state evolution. Contribution/Results: Our approach achieves the first simultaneous optimality in both time and query complexity for $k$-distinctness, attaining time complexity $widetilde{O}(n^{3/4 - 1/(4(2^k-1))})$, which matches the known optimal query complexity exactly. Moreover, it yields exponential speedup for the welded tree problem, solving it with $O(n)$ queries and $O(n^2)$ timeโ€”improving over prior superpolynomial quantum time bounds. The core innovation lies in transcending the limitations of one-dimensional quantum walks, establishing a scalable, multidimensional quantum search paradigm. This provides a general-purpose tool for designing quantum algorithms on complex combinatorial structures.
๐Ÿ“ Abstract
While the quantum query complexity of $k$-distinctness is known to be $Oleft(n^{3/4-1/4(2^k-1)} ight)$ for any constant $k geq 4$, the best previous upper bound on the time complexity was $widetilde{O}left(n^{1-1/k} ight)$. We give a new upper bound of $widetilde{O}left(n^{3/4-1/4(2^k-1)} ight)$ on the time complexity, matching the query complexity up to polylogarithmic factors. In order to achieve this upper bound, we give a new technique for designing quantum walk search algorithms, which is an extension of the electric network framework. We also show how to solve the welded trees problem in $O(n)$ queries and $O(n^2)$ time using this new technique, showing that the new quantum walk framework can achieve exponential speedups.
Problem

Research questions and friction points this paper is trying to address.

Improves time complexity for k-distinctness problem.
Introduces new quantum walk search technique.
Demonstrates exponential speedups in welded trees problem.
Innovation

Methods, ideas, or system contributions that make the work stand out.

Extended electric network framework for quantum walks
Matched time complexity with query complexity
Achieved exponential speedups in quantum walk algorithms
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