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Beyond Classical Security: Exploring the Landscape and the Effect of Artificial Intelligence in Quantum Cryptography

Bandyopadhyay, Asmit, Prithwineel Paul

Published Aug 6, 2025• 0 citations
OpenAlex

Abstract

Quantum cryptography uses the properties of quantum mechanics to establish secure communication. In this paper, we at first summarize the concepts of qubits, superposition, entanglement, and the No-Cloning theorem and then we summarize quantum key distribution protocols based on these concepts. In particular, we illustrate BB84 and E91 protocols. These protocols explain the use of the properties of the quantum computing which protect key exchanges against eavesdropping. Quantum digital signatures and quantum secret sharing have shown that quantum cryptography is extremely flexible in ensuring data integrity and confidentiality. However, its potential also gives rise to problems such as channel loss in a quantum medium and error correction. This paper highlights the main aspects of quantum cryptography which works as a solution to the vulnerabilities inherent in classical cryptographic methods, particularly in light of threats from quantum computing. Furthermore, we discuss different quantum cryptographic protocols and their challenges, limitations, and applications. Also, we discuss different postquantum cryptographic (PQC) algorithms along with their comparative analysis and challenges in the implementation of these algorithms. Next, we explain the comparisons of different types of cryptography, i.e., classical, quantum and post-quantum cryptography which is followed by a discussion on the effect of artificial intelligence in quantum and postquantum cryptography. Finally, we end the paper with a discussion on applications of quantum cryptography and future directions of research in quantum and post-quantum cryptography.

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Quantum cryptography uses the properties of quantum mechanics to establish secure communication. In this paper, we at first summarize the concepts of qubits, superposition, entanglement, and the No-Cloning theorem and then we summarize quantum key distribution protocols based on these concepts. In particular, we illustrate BB84 and E91 protocols. These protocols explain the use of the properties of the quantum computing which protect key exchanges against eavesdropping. Quantum digital signatures and quantum secret sharing have shown that quantum cryptography is extremely flexible in ensuring data integrity and confidentiality. However, its potential also gives rise to problems such as channel loss in a quantum medium and error correction. This paper highlights the main aspects of quantum cryptography which works as a solution to the vulnerabilities inherent in classical cryptographic methods, particularly in light of threats from quantum computing. Furthermore, we discuss different quantum cryptographic protocols and their challenges, limitations, and applications. Also, we discuss different postquantum cryptographic (PQC) algorithms along with their comparative analysis and challenges in the implementation of these algorithms. Next, we explain the comparisons of different types of cryptography, i.e., classical, quantum and post-quantum cryptography which is followed by a discussion on the effect of artificial intelligence in quantum and postquantum cryptography. Finally, we end the paper with a discussion on applications of quantum cryptography and future directions of research in quantum and post-quantum cryptography.
The rapid advancement of quantum computing poses a significant threat to classical cryptographic systems that rely on the computational hardness of mathematical problems such as integer factorization and discrete logarithm problems. In this context, quantum cryptography has emerged as a promising paradigm for secure communication based on the fundamental principles of quantum mechanics rather than on computational assumptions. This paper presents a comprehensive review of quantum cryptography, with a particular focus on Quantum Key Distribution (QKD), the most mature application. The study discusses the theoretical foundations of quantum security, including superposition, entanglement, and the No-cloning theorem, which collectively enable eavesdropping detection and guarantee information-theoretic security. Furthermore, the review examines major QKD protocols, such as BB84 and E91, as well as their advanced variants designed to address practical vulnerabilities and enhance performance. Recent progress in real-world implementations, including fiber-optic networks, free-space communication, and satellite-based systems such as the Micius satellite, is also analyzed. In addition, the paper highlights critical challenges related to scalability, hardware limitations, and security loopholes arising from imperfect devices. Finally, emerging research directions, including hybrid cryptographic frameworks that integrate quantum and post-quantum approaches, are discussed to provide insights into the future of secure communication. This review aims to provide a structured, up-to-date understanding of quantum cryptography, bridging the gap between theoretical developments and practical implementations, and emphasizing its crucial role in shaping next-generation cybersecurity systems.
The real-world systems of quantum cryptography represent an advancement in the field of communication, wherein the advantages offered by quantum mechanics are used to minimize security threats which are handled with classical computers. This chapter starts with introducing some concepts to the reader about Quantum Cryptography, starting with an overview of classical Cryptography and its limitations in this new era of quantum computing technologies. Certain aspects of quantum mechanics like superposition, quantum entanglement, no-cloning theorem, and their applications for Quantum Key Distribution are also studied. This followed a thorough analysis of key protocols BB84 and E91 to unmask their strengths in securing superior security. Security threats associated with quantum-cryptographic systems and their corresponding provable level of security are considered to strengthen the notion of quantum cryptography as opposed to methods of classical cryptography. The corresponding characteristics of such quantum-cryptographic methods are also discussed for their application in proper targets. By the end of this chapter, we will attempt to explain the conception of some complications regarding quantum mechanics, and how they are now of use in modern practices of quantum cryptography and why such techniques are needed at all.
Utilizing the ideas of quantum physics, quantum cryptography is quickly becoming a vital defense against the growing cybersecurity risks of the contemporary day, especially in light of developing quantum computing. This essay investigates the complex field of quantum cryptography and looks at how it can transform network security and protect private data. We examine the fundamental ideas of quantum cryptography, such as Quantum Key Distribution (QKD) protocols like BB84 and E91, which use quantum features like superposition and entanglement to provide potentially indestructible secure communication channels. We also discuss the urgent need for quantum-resistant solutions in view of the developing "quantum threat" to well-known cryptographic algorithms like RSA and AES. The potential benefits and difficulties of using artificial intelligence (AI) techniques to boost quantum cryptography systems' resilience and efficiency are also examined. The creation of effective quantum repeater networks and enhanced security proofs are among the outstanding research topics, future difficulties, and present implementations in quantum cryptography that are covered in this study. We stress how crucial quantum cryptography is to protecting sensitive communications in the quantum era for a variety of industries, including the military, government, financial industry, and healthcare. We come to the conclusion that quantum cryptography has enormous potential for protecting vital information systems from future cyberattacks that are becoming more complex, even if we acknowledge the technology's early stages of development.
Quantum cryptography represents a transformative approach to securing communication in the digital age, leveraging the principles of quantum mechanics to provide unprecedented levels of security. advances in quantum cryptography protocols, focusing on their development, implementation, and potential impact on future communication systems. Key protocols such as Quantum Key Distribution (QKD), including BB84 and E91, are examined in detail, highlighting their mechanisms for ensuring secure key exchange. advancements in continuous-variable QKD, device-independent QKD, and quantum encryption algorithms. Additionally, the integration of quantum cryptography with classical cryptographic systems is discussed, emphasizing hybrid approaches that enhance overall security. Experimental implementations and field trials are analyzed to assess the practicality and scalability of these protocols in real-world scenarios. Challenges such as quantum noise, error rates, and technological limitations are addressed, along with potential solutions and future research directions. By securing communication channels against eavesdropping and cyber threats, quantum cryptography has the potential to revolutionize information security, paving the way for a safer digital future.
Utilizing the ideas of quantum physics, quantum cryptography is quickly becoming a vital defense against the growing cybersecurity risks of the contemporary day, especially in light of developing quantum computing. This essay investigates the complex field of quantum cryptography and looks at how it can transform network security and protect private data. We examine the fundamental ideas of quantum cryptography, such as Quantum Key Distribution (QKD) protocols like BB84 and E91, which use quantum features like superposition and entanglement to provide potentially indestructible secure communication channels. We also discuss the urgent need for quantum-resistant solutions in view of the developing "quantum threat" to well-known cryptographic algorithms like RSA and AES. The potential benefits and difficulties of using artificial intelligence (AI) techniques to boost quantum cryptography systems' resilience and efficiency are also examined. The creation of effective quantum repeater networks and enhanced security proofs are among the outstanding research topics, future difficulties, and present implementations in quantum cryptography that are covered in this study. We stress how crucial quantum cryptography is to protecting sensitive communications in the quantum era for a variety of industries, including the military, government, financial industry, and healthcare. We come to the conclusion that quantum cryptography has enormous potential for protecting vital information systems from future cyberattacks that are becoming more complex, even if we acknowledge the technology's early stages of development.
As artificial intelligence (AI) systems increasingly underpin critical applications in healthcare, finance, defense, and infrastructure, ensuring their security has become paramount. However, the rapid advancement of quantum computing poses a significant threat to classical cryptographic schemes that currently safeguard these systems. Quantum algorithms such as Shor’s and Grover’s threaten to undermine the confidentiality, integrity, and authentication of data and models that AI systems depend on. In this context, Post-Quantum Cryptography (PQC) has emerged as a crucial area of research aimed at developing cryptographic algorithms that are secure against both classical and quantum adversaries. This paper investigates the intersection of quantum computing threats and AI system vulnerabilities, highlighting how current security mechanisms may fail in a post-quantum era. We explore various categories of PQC—including lattice-based, hash-based, and multivariate polynomial cryptography—and evaluate their applicability to securing AI systems, particularly in scenarios such as model distribution, federated learning, data encryption, and communication in AI-enabled edge and IoT environments. Through analysis of emerging use cases and proposed architectures, the paper outlines how PQC can be integrated into the AI lifecycle to mitigate quantum-era threats. It also identifies key challenges such as computational overhead, integration complexity, and standardization gaps. The study concludes by outlining future research opportunities, including the development of efficient PQC protocols tailored to AI workloads, the creation of quantum-resilient AI pipelines, and the importance of interdisciplinary collaboration to secure AI’s future.