# Efficient Circuit Implementations of Continuous-Time Quantum Walks for Quantum Search

**Authors:** Renato Portugal, Jalil Khatibi Moqadam

PMC · DOI: 10.3390/e27050454 · Entropy · 2025-04-23

## TL;DR

This paper presents efficient quantum circuits for implementing continuous-time quantum walks on specific graph types, enabling effective quantum search algorithms.

## Contribution

The novel contribution is the development of efficient and scalable quantum circuits for continuous-time quantum walks on complete, complete bipartite, and hypercube graphs.

## Key findings

- Quantum circuits exactly implement evolution operators for complete and complete bipartite graphs.
- An approximate implementation for hypercubes closely matches the exact evolution operator as the number of vertices increases.
- The algorithm successfully identifies marked vertices even in low-dimensional hypercubes via Qiskit simulations.

## Abstract

Quantum walks are a powerful framework for simulating complex quantum systems and designing quantum algorithms, particularly for spatial search on graphs, where the goal is to find a marked vertex efficiently. In this work, we present efficient quantum circuits that implement the evolution operator of continuous-time quantum-walk-based search algorithms for three graph families: complete graphs, complete bipartite graphs, and hypercubes. For complete and complete bipartite graphs, our circuits exactly implement the evolution operator. For hypercubes, we propose an approximate implementation that closely matches the exact evolution operator as the number of vertices increases. Our Qiskit simulations demonstrate that even for low-dimensional hypercubes, the algorithm effectively identifies the marked vertex. Furthermore, the approximate implementation developed for hypercubes can be extended to a broad class of graphs, enabling efficient quantum search in scenarios where exact implementations are impractical.

## Full-text entities

- **Diseases:** injury to (MESH:D014947)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

28 references — full list in the complete paper: https://tomesphere.com/paper/PMC12109817/full.md

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Source: https://tomesphere.com/paper/PMC12109817