Quantum Computing And Artificial Intelligence A Convergence Springer
Part of the book series: Studies in Computational Intelligence ((volume 1229)) Included in the following conference series: Quantum Artificial Intelligence (QAI) is the convergence of quantum computing and artificial intelligence, offering unprecedented computational capabilities. Quantum AI is capable of revolutionizing machine learning, optimization, and decision-making by leveraging quantum aspects such as entanglement, superposition, and quantum parallelism. However, significant challenges remain in realizing its full potential. This paper investigates how quantum algorithms enhance AI efficiency, the optimization techniques applicable to AI, the key challenges hindering adoption, and the future advancements required for real-world implementation.
By addressing these aspects, this study explores the fundamental challenges of Quantum AI, including hardware limitations, algorithmic complexity, workforce shortages, and the lack of standardized development frameworks. It also highlights key areas for future research, including advancements in quantum hardware, optimization of quantum algorithms, expansion of workforce training programs, and standardization of development tools. As Quantum AI matures, it is expected to drive breakthroughs in multiple industries, such as cybersecurity, finance, healthcare, and industrial optimization, paving the way for next-generation AI-driven innovation. This is a preview of subscription content, log in via an institution to check access. Ahmadi.: Quantum computing and artificial intelligence: the synergy of two revolutionary technologies. Asian J.
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�l?�H�0 )^\oA���_ZR=J��؎�>\� ����u���t}�A]]���fJn%Z� **���6�3A�{QJ1�����Fj����� �1[�:��b������lw#�Y\ ��FM�F��hO/�OaVW�r�i=,�LV!�9�� ��A���8�"�c�@�X��l;�jj������:���J�?�Q/cz=,>M�w���*D�e��i��C����J�_�I�R�,�^�s�ZE3#1ۣ��5�Nf�Ĵ�i�OYC� 0Q?���2M�نk�>7˲��f�֮5�^V��BLk4;�m͔A�x�t�W��0��c�C�;�}?�A��E�Kc&i��ԙ����AM��E+8w�Ϫꛛy��}a�6̚%έK�f�����.+�!�q0�(�ms��L�~�:hz5^e����.�}��x�e���;ͪ��*����.���Qw�*w�ڠ��b|~v6�0�T���`?Ne0�a?��~V�!ͺf�Tn��n��+�"��@�"J�e�xh���8:~��p ��2���I�[6��B��5���d��R1�<����E=.��bO�xT���8*���q���� _6�3�]�{8z��X�fΛKy0��b�V̪�Iԗ�7�L�؉:�NV�gz�=ǜ����>��9?iTC�t 1��t6�����n�Z��v@�̌���ѢL����"����Ss� *f�ϼ�8��&{�Q�)s�q��',*�a�p������иS��#���P�?I��"f��F/ym,�� ��},�p�7�{<��b:�� endstream endobj 216 0 obj [ 0[ 600] 120[ 460] ] endobj 217 0 obj <> stream Microsoft® Word for Microsoft... Two computing revolutions are currently in the making with artificial intelligence (AI) and quantum computing, with different levels of maturity and market footprints. While the European Union’s scientific position in both domains is significant, it is still squeezed between the US dominance and China’s increasing role, particularly with AI. However, as demonstrated by the emergence of DeepSeek, within the AI domain of large language models, innovation, scientific astuteness, and open source models can significantly alter the market balance. Leadership in these domains comes from scientific excellence and the capability to create strong integrated software platforms, to build significant, scalable, and efficient computing infrastructure, and to spur the creation of as generic as... A tight integration between academic research and industry R&D is a fundamental enabler of scientific progress and market success.
Quantum computing is still a promise in the making, but its synergies with AI are already there and growing Carleo et al. (2019); Dunjko and Briegel (2018); Wang and Liu (2024). Many AI-driven techniques are already enabling significant progress in quantum computing research and industry developments, from optimizing qubit control and quantum error mitigation (QEM) Cai et al. (2023) strategies in the early stage noisy intermediate-scale quantum (NISQ) regime Bharti et al. (2022) to designing novel quantum algorithms Montanaro (2016), highlighting the importance of mastering this dual discipline as an enabling technology. Likewise and the other way around, early evidence of quantum advantage in faster computing times, better results, or the need for less training data for solving specific machine learning (ML) problems illustrates how uniting...
Public investment in the convergence of AI and quantum computing could strengthen the EU competitiveness by building on the existing research excellence in both fields and accelerate the transition from laboratories to market applications. One strategic goal of employing quantum computing is to advance AI-based solutions for healthcare, finance, materials discovery, and security. It is a mid- to long-term target, but one that will determine industrial and scientific leadership in both domains. Likewise, the EU AI and quantum research landscape should encourage the development of both open source and commercial integrated software engineering platforms. The convergence of quantum computing and artificial intelligence (AI) represents a transformative frontier with the potential to revolutionize computation, data analysis, and decision-making. Quantum computing’s unique ability to process information at unprecedented scales through superposition and entanglement offers a compelling paradigm for addressing AI’s computational bottlenecks.
This article explores the theoretical underpinnings, potential applications, and challenges of integrating quantum computing into AI systems, emphasizing how this synergy could reshape industries and redefine human-computer interaction. Artificial intelligence has made remarkable strides over the past decades, with advancements in machine learning, natural language processing, and neural networks. However, traditional computing architectures face limitations when processing massive datasets or solving complex optimization problems in real-time. Quantum computing, a field leveraging the principles of quantum mechanics, offers new possibilities for computation by performing parallel operations on an enormous scale. The intersection of these technologies promises a paradigm shift, enabling breakthroughs in AI that were previously unattainable. Theoretical Foundations of Quantum Computing in AI
1. Quantum Principles and Computational Power Quantum computers operate on qubits, which, unlike classical bits, can exist in superposition—representing both 0 and 1 simultaneously. Additionally, quantum entanglement enables qubits to be interconnected, allowing computations across vast states in parallel. These properties are particularly suited for addressing AI’s challenges, such as: Nature Communications volume 16, Article number: 10829 (2025) Cite this article
Artificial intelligence (AI) advancements over the past few years have had an unprecedented and revolutionary impact across everyday application areas. Its significance also extends to technical challenges within science and engineering, including the nascent field of quantum computing (QC). The counterintuitive nature and high-dimensional mathematics of QC make it a prime candidate for AI’s data-driven learning capabilities, and in fact, many of QC’s biggest scaling challenges may ultimately rest on developments in AI. However, bringing leading techniques from AI to QC requires drawing on disparate expertise from arguably two of the most advanced and esoteric areas of computer science. Here we aim to encourage this cross-pollination by reviewing how state-of-the-art AI techniques are already advancing challenges across the hardware and software stack needed to develop useful QC - from device design to applications. We then close by examining its future opportunities and obstacles in this space.
Quantum computing (QC) has the potential to impact every domain of science and industry, but it has become increasingly clear that delivering on this promise rests on tightly integrating fault-tolerant quantum hardware with accelerated... Such large-scale quantum supercomputers form a heterogeneous architecture with the ability to solve certain otherwise intractable problems. Many of these problems, such as chemical simulation or optimization, are projected to have significant scientific, economic and societal impact1. However, transitioning hardware from noisy intermediate-scale quantum (NISQ) devices to fault-tolerant quantum computing (FTQC) faces a number of challenges. Though recent quantum error correction (QEC) demonstrations have been performed2,3, all popular qubit modalities suffer from hardware noise, preventing the below-threshold operation needed to perform fault-tolerant computations. But even qubits performing below threshold face scaling obstacles.
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Part Of The Book Series: Studies In Computational Intelligence ((volume
Part of the book series: Studies in Computational Intelligence ((volume 1229)) Included in the following conference series: Quantum Artificial Intelligence (QAI) is the convergence of quantum computing and artificial intelligence, offering unprecedented computational capabilities. Quantum AI is capable of revolutionizing machine learning, optimization, and decision-making by leveraging quantum asp...
By Addressing These Aspects, This Study Explores The Fundamental Challenges
By addressing these aspects, this study explores the fundamental challenges of Quantum AI, including hardware limitations, algorithmic complexity, workforce shortages, and the lack of standardized development frameworks. It also highlights key areas for future research, including advancements in quantum hardware, optimization of quantum algorithms, expansion of workforce training programs, and sta...
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