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Quantum computing holds great potential for solving socially relevant and computationally complex problems. Furthermore, quantum machine learning (QML) promises to rapidly improve our current machine learning capabilities. However, current…

机器学习 · 计算机科学 2025-04-30 Collin Beaudoin , Swaroop Ghosh

Recently, a protocol for quantum state discrimination (QSD) in a multi-party scenario has been introduced [Phys. Rev. Lett. 111, 100501 (2013)]. In this protocol, Alice generates a quantum system in one of two pre-defined non-orthogonal…

量子物理 · 物理学 2016-10-11 M. A. Solís-Prosser , P. González , J. Fuenzalida , S. Gómez , G. B. Xavier , A. Delgado , G. Lima

Despite remarkable successes in solving various complex decision-making tasks, training an imitation learning (IL) algorithm with deep neural networks (DNNs) suffers from the high computation burden. In this work, we propose quantum…

量子物理 · 物理学 2023-04-06 Zhihao Cheng , Kaining Zhang , Li Shen , Dacheng Tao

Quantum computers represent a radical technological breakthrough in information processing by leveraging the principles of quantum mechanics to solve highly complex problems beyond the reach of classical systems. However, in the current…

量子物理 · 物理学 2025-08-26 Marcos Guillermo Lammers , Federico Hernán Holik , Alejandro Fernández

In this thesis I present a short review of ideas in quantum information theory. The first chapter contains introductory material, sketching the central ideas of probability and information theory. Quantum mechanics is presented at the level…

量子物理 · 物理学 2007-05-23 Robert H. Schumann

This report describes my experience teaching a graduate-level quantum computing course at Northeastern University in the academic year 2022-23. The course takes a practical, software-driven approach to the course, teaching basic quantum…

物理教育 · 物理学 2023-12-19 Mariia Mykhailova

We propose a learning model called the quantum statistical learning QSQ model, which extends the SQ learning model introduced by Kearns to the quantum setting. Our model can be also seen as a restriction of the quantum PAC learning model:…

量子物理 · 物理学 2020-11-26 Srinivasan Arunachalam , Alex B. Grilo , Henry Yuen

Artificial intelligence (AI) is transforming education and the workforce, but access to AI learning opportunities in Africa remains uneven. With rapid demographic shifts and growing labour market pressures, AI has become a strategic…

Quantum key distribution (QKD) is a popular introduction to quantum technologies used in education and public outreach, as very little background in quantum theory is needed and the practical applications are easily understood. There is…

物理教育 · 物理学 2026-01-27 Brian R. La Cour , Noah A. Davis

This is primarily a pedagogical paper. The paper re-visits some well-known quantum information theory inequalities. It does this from a quantum Bayesian networks perspective. The paper illustrates some of the benefits of using quantum…

量子物理 · 物理学 2012-08-09 Robert R. Tucci

Quantum computing is the process of performing calculations using quantum mechanics. This field studies the quantum behavior of certain subatomic particles for subsequent use in performing calculations, as well as for large-scale…

量子物理 · 物理学 2023-12-07 David Peral García , Juan Cruz-Benito , Francisco José García-Peñalvo

Learning quantum mechanics is challenging, even for upper-level undergraduate and graduate students. Research-validated interactive tutorials that build on students' prior knowledge can be useful tools to enhance student learning. We have…

物理教育 · 物理学 2020-06-30 Ryan Sayer , Alexandru Maries , Chandralekha Singh

Given the impending timeline of developing good-quality quantum processing units, it is time to rethink the approach to advance quantum computing research. Rather than waiting for quantum hardware technologies to mature, we need to start…

量子物理 · 物理学 2024-05-12 Koen Bertels , Emma Turki , Tamara Sarac , Aritra Sarkar , Imran Ashraf

Quantum mechanics is an integral course for physics students. An understanding of quantum concepts is imperative for enrollment in physics graduate programs, participating in research within physics-fields, and employment at companies…

物理教育 · 物理学 2024-07-24 Alexis Buzzell , Ramón Barthelemy , Tim Atherton

This paper addresses the challenge of achieving optimal Quality of Information (QoI) in non-dedicated vehicular mobile crowdsensing (NVMCS) systems. The key obstacles are the interrelated issues of sensing coverage, sensing reliability, and…

计算机视觉与模式识别 · 计算机科学 2025-12-19 Nan Zhou , Zuxin Li , Fanhang Man , Xuecheng Chen , Susu Xu , Fan Dang , Chaopeng Hong , Yunhao Liu , Xiao-Ping Zhang , Xinlei Chen

The U.S. Center for Quantum Technologies (CQT) is a multi-university consortium established under the National Science Foundation's (NSF) Industry-University Cooperative Research Centers (IUCRC) program. Led jointly by Purdue University,…

量子物理 · 物理学 2025-10-28 David Stewart , Gerardo Ortiz , Peter M. Kogge , Ricardo S. Decca , Tongcang Li

This paper describes the design and implementation of a two-day quantum hackathon for underrepresented high school students in Nova Scotia, Canada. The first day of the hackathon is spent introducing students to quantum computing through…

物理教育 · 物理学 2026-04-29 Fahimeh Bayeh , Linh Dinh , Dongho Lee , Scott Wesley

Noisy Intermediate-Scale Quantum (NISQ) technology will be available in the near future. Quantum computers with 50-100 qubits may be able to perform tasks which surpass the capabilities of today's classical digital computers, but noise in…

量子物理 · 物理学 2018-08-08 John Preskill

Masking information into quantum correlations is a cornerstone of many quantum information applications. While there exist the no-hiding and no-masking theorems, approximate quantum information masking (AQIM) offers a promising means of…

量子物理 · 物理学 2025-07-28 Xiaodi Li , Xinyang Shu , Huangjun Zhu

Quantum Federated Learning (QFL) is an emerging field that harnesses advances in Quantum Computing (QC) to improve the scalability and efficiency of decentralized Federated Learning (FL) models. This paper provides a systematic and…

分布式、并行与集群计算 · 计算机科学 2025-12-30 Aakar Mathur , Ashish Gupta , Sajal K. Das