A novel quantum algorithm for converting between one-hot and binary encodings

IF 2.2 3区 物理与天体物理 Q1 PHYSICS, MATHEMATICAL Quantum Information Processing Pub Date : 2024-05-24 DOI:10.1007/s11128-024-04403-z
Bingren Chen, Hanqing Wu, Haomu Yuan, Lei Wu, Xin Li
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Abstract

In the domain of quantum computing, two widely employed techniques for encoding a normalized vector of length N, denoted as \(\{ \alpha _i \}\), are one-hot encoding and binary encoding. The one-hot encoding state is represented as \(\vert \psi _{OH}^{(N)} \rangle \) and can be expressed as: \(\vert \psi _{OH}^{(N)} \rangle =\sum _{i=0}^{N-1} \alpha _i \vert 0 \rangle ^{\otimes N-i-1} \vert 1 \rangle \vert 0 \rangle ^{\otimes i}\). On the other hand, the binary encoding state is symbolized as \(\vert \psi _{BI}^{(N)} \rangle \) and is defined as: \(\vert \psi _{BI}^{(N)} \rangle =\sum _{i=0}^{N-1} \alpha _i \vert b_i \rangle \), where \(b_i\) corresponds to the binary representation of i. In this paper, we introduce a method for converting between the one-hot encoding state and the binary encoding state, utilizing the Domain Wall state as an intermediary. The Domain Wall state, denoted as \(\vert \psi _{DW}^{(N)} \rangle \), is defined as: \(\vert \psi _{DW}^{(N)} \rangle =\sum _{i=0}^{N-1} \alpha _i \vert 0 \rangle ^{\otimes N-i-1} \vert 1 \rangle ^{\otimes i}\). Our proposed circuit achieves a depth of \(O(\log ^2 N)\) and a size of O(N).Kindly check and confirm that the corresponding author mail id is correctly identified.

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在一热编码和二进制编码之间进行转换的新型量子算法
在量子计算领域,有两种广泛使用的技术用于对长度为 N 的归一化矢量(表示为 \(\{ \alpha _i \}\))进行编码,它们是一热编码和二进制编码。一热编码状态表示为 \(\vert \psi _{OH}^{(N)} \rangle \),可以表示为:\(\vert \psi _{OH}^{(N)} \rangle =\sum _{i=0}^{N-1} \alpha _i \vert 0 \rangle ^{otimes N-i-1} \vert 1 \rangle \vert 0 \rangle ^{otimes i}/)。另一方面,二进制编码状态的符号是 \(\vert \psi _{BI}^{(N)} \rangle \),其定义为:\在本文中,我们引入了一种在一热编码状态和二进制编码状态之间转换的方法,利用域墙状态作为中介。域墙状态,表示为 \(\vert \psi _{DW}^{(N)} \rangle \),定义为:\(\vert \psi _{DW}^{(N)} \rangle =\sum _{i=0}^{N-1} \alpha _i \vert 0 \rangle ^{otimes N-i-1} \vert 1 \rangle ^{otimes i}\)。我们提出的电路实现了深度(O(\log ^2 N)\)和大小(O(N))。请检查并确认对应作者的邮件 ID 是否被正确识别。
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来源期刊
Quantum Information Processing
Quantum Information Processing 物理-物理:数学物理
CiteScore
4.10
自引率
20.00%
发文量
337
审稿时长
4.5 months
期刊介绍: Quantum Information Processing is a high-impact, international journal publishing cutting-edge experimental and theoretical research in all areas of Quantum Information Science. Topics of interest include quantum cryptography and communications, entanglement and discord, quantum algorithms, quantum error correction and fault tolerance, quantum computer science, quantum imaging and sensing, and experimental platforms for quantum information. Quantum Information Processing supports and inspires research by providing a comprehensive peer review process, and broadcasting high quality results in a range of formats. These include original papers, letters, broadly focused perspectives, comprehensive review articles, book reviews, and special topical issues. The journal is particularly interested in papers detailing and demonstrating quantum information protocols for cryptography, communications, computation, and sensing.
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