Challenges
Datasets
Workspaces
Papers
Discussions
Leaderboard
Log inSign up
Challenges
Datasets
Workspaces
Papers
Discussions
Leaderboard
Blog
Job Board
Q3AS

© 2026 Aqora Quantum S.A.S.

TermsPrivacyLegal Notice

Electronics

Efficiency Analysis of NIST-Standardized Post-Quantum Cryptographic Algorithms for Digital Signatures in Various Environments

Dominik Dziechciarz, Marcin Niemiec

Published Dec 27, 2024• 25 citations
Publisher

Abstract

The advent of quantum computing presents a significant threat to the security of asymmetric cryptographic algorithms, necessitating the adoption of new cryptographic mechanisms resilient to quantum-based attacks. This need is particularly critical for applications that rely exclusively on public-key cryptography, such as digital signatures. This paper presents a comprehensive analysis of the performance of various post-quantum cryptographic algorithms, focusing specifically on NIST-standardized digital signature algorithms—SPHINCS+ and Dilithium—and their practical implementations. The study evaluates these algorithms across different programming languages to identify optimal environments for diverse applications. Comparative analyses with the widely used RSA algorithm reveal that the computational cost of adopting post-quantum cryptographic systems is relatively low. Notably, some post-quantum algorithms demonstrate performance advantages over classical RSA in specific scenarios.

DOI
10.3390/electronics14010070

Related papers

A Comparative Analysis of Security Margins and Practical Deployment Readiness of NIST Round 3 Finalist Post-Quantum Cryptographic Algorithms

Janaka Ishan Senarathna, Janaka Ishan Senarathna

The National Institute of Standards and Technology (NIST) has recently concluded the third round of its Post Quantum Cryptography Standardization Process, selecting four finalist algorithms for standardization: CRYSTALS Kyber, CRYSTALS-Dilithium, FALCON, and SPHINCS+. These algorithms are designed to withstand attacks from both classical and quantum computers, ensuring the long-term security of digital communications. This paper presents a comprehensive comparative analysis of the security margins and practical deployment readiness of these finalist algorithms. CRYSTALS-Kyber, a key encapsulation mechanism based on the hardness of the Module Learning With Errors problem, offers strong security and efficient performance. CRYSTALS-Dilithium, a digital signature algorithm based on module lattices, provides robust security guarantees and relatively straightforward implementation. FALCON, a lattice-based digital signature algorithm utilizing the Fast Fourier Transform, offers compact signatures and fast verification but faces implementation challenges due to its reliance on floating-point arithmetic. SPHINCS+, a hash-based signature scheme, stands out as a conservative choice with security based solely on the well-established security of hash functions. The analysis reveals that while each algorithm has its strengths, they also face unique challenges in terms of side-channel vulnerabilities, formal security proofs, and performance trade-offs. The practical deployment of these algorithms requires careful consideration of specific security requirements, performance needs, and resource constraints. Ongoing research efforts aim to enhance the algorithms' resistance against advanced attacks, optimize their performance across diverse platforms, and develop standardized and secure hybrid cryptographic systems. The transition to post-quantum cryptography will involve challenges such as interoperability with legacy systems, the need for clear standards and regulatory guidance, and the costs associated with software and hardware updates. Continued engagement with the cryptographic community and monitoring of the evolving security landscape will be crucial for ensuring a secure and effective migration to post-quantum cryptography.

•May 12, 2025•0 citations

Performance Analysis and Industry Deployment of Post-Quantum Cryptography Algorithms

Elif Demir, Buse Bilgin, Mehmet C. Onbaşlı

As quantum computing advances, modern cryptographic standards face an existential threat, necessitating a transition to post-quantum cryptography (PQC). The National Institute of Standards and Technology (NIST) has selected CRYSTALS-Kyber and CRYSTALS-Dilithium as standardized PQC algorithms for secure key exchange and digital signatures, respectively. This study conducts a comprehensive performance analysis of these algorithms by benchmarking execution times across cryptographic operations such as key generation, encapsulation, decapsulation, signing, and verification. Additionally, the impact of AVX2 optimizations is evaluated to assess hardware acceleration benefits. Our findings demonstrate that Kyber and Dilithium achieve efficient execution times, outperforming classical cryptographic schemes such as RSA and ECDSA at equivalent security levels. Beyond technical performance, the real-world deployment of PQC introduces challenges in telecommunications networks, where large-scale infrastructure upgrades, interoperability with legacy systems, and regulatory constraints must be addressed. This paper examines the feasibility of PQC adoption in telecom environments, highlighting key transition challenges, security risks, and implementation strategies. Through industry case studies, we illustrate how telecom operators are integrating PQC into 5G authentication, subscriber identity protection, and secure communications. Our analysis provides insights into the computational trade-offs, deployment considerations, and standardization efforts shaping the future of quantum-safe cryptographic infrastructure.

arXiv:2503.12952•Mar 17, 2025•2 citations

A meta-analysis on NIST post-quantum cryptographic primitive finalists

Steven Benny, Ishaan Desai, Leah Uriarte +2 more

The advent of quantum computing will pose a substantial threat to the security of classical cryptographic methods, which could become vulnerable to quantum-based attacks. In response to this impending challenge, the field of post-quantum cryptography has emerged, aiming to develop algorithms that can withstand the computational power of quantum computers. This study addressed the pressing concern of classical cryptographic methods becoming vulnerable to quantum-based attacks due to the rise of quantum computing. The emergence of post-quantum cryptography has led to the development of new resistant algorithms. Our research focused on four quantum-resistant algorithms endorsed by America’s National Institute of Standards and Technology (NIST) in 2022: CRYSTALS-Kyber, CRYSTALS-Dilithium, FALCON, and SPHINCS+. This study evaluated the security, performance, and comparative attributes of the four algorithms, considering factors such as key size, encryption/decryption speed, and complexity. Comparative analyses against each other and existing quantum-resistant algorithms provided insights into the strengths and weaknesses of each program. This research explored potential applications and future directions in the realm of quantum-resistant cryptography. Our findings concluded that the NIST algorithms were substantially more effective and efficient compared to classical cryptographic algorithms. Ultimately, this work underscored the need to adapt cryptographic techniques in the face of advancing quantum computing capabilities, offering valuable insights for researchers and practitioners in the field. Implementing NIST-endorsed quantum-resistant algorithms substantially reduced the vulnerability of cryptographic systems to quantum-based attacks compared to classical cryptographic methods.

Journal of Emerging Investigators•Jan 1, 2024•3 citations

Evaluating Post Quantum Cryptographic Algorithms for Real World Cybersecurity Applications

Andra Hennadi Sanka Wijayantha De Silva

The development of quantum computing technology is progressing very quickly, which poses a great threat to classical cryptographic algorithms like RSA and ECC, as they are based on mathematical problems that can be easily solved using quantum computing technology. To overcome the threat of quantum computing technology, the need for PQC algorithms like CRYSTALS Kyber, CRYSTALS Dilithium, Falcon, and SPHINCS+, which are standardized or recommended by NIST, has become essential in the era of cybersecurity. The feasibility of these algorithms in real time applications is the main focus of this thesis. A mixed approach is adopted for this purpose. Benchmark experiments were performed using the Open Quantum Safe library and PQC enabled OpenSSL for key generation, encryption, decryption, signature generation, signature verification, and TLS handshakes. Simulated environment and cloud environment were used for this purpose. Moreover, case studies were also conducted for cloud computing, financial sector, and IoT applications. Additionally, threat modeling is also performed for assessing the migration risks, i.e., “harvest now decrypt later.” The results indicate that the lattice-based methods, like Kyber and Dilithium, offer a robust trade off in terms of performance and security, albeit with increased key and signature sizes compared to classical methods. Hash based methods, like SPHINCS+, offer robust security, albeit with significant performance and size overheads, indicating that they are best used in specific circumstances. Hybrid approaches, using classical as well as quantum methods, were indicated as viable in the transition from classical to quantum methods, especially in circumstances that require backward compatibility. The paper concludes that NIST standardized PQC algorithms are technically viable for contemporary applications, especially in cloud computing and high-performance computing. However, for large-scale implementation, proper engineering and monitoring of developments in crypt analysis need to be performed. Future research should be directed towards implementation optimization, migration frameworks, and further studies in real-world implementations, especially for resource-constrained IoT and legacy system applications.

•Jan 1, 2026•0 citations

Post-Quantum Cryptography: Algorithms and Implementation Challenges

Murali Krishna Pasupuleti

The advent of quantum computing presents a significant threat to classical public-key cryptographic systems, including RSA and Elliptic Curve Cryptography (ECC), thereby accelerating the development and standardization of post-quantum cryptography (PQC). This study evaluates the performance and implementation challenges of leading PQC algorithms across three major categories: lattice-based, hash-based, and multivariate cryptographic schemes. Utilizing empirical benchmark data from NIST candidate algorithms, the analysis focuses on key generation time, encryption latency, and memory consumption. Simulations and regression modeling reveal that lattice-based algorithms, particularly Kyber, demonstrate favorable trade-offs between computational efficiency and cryptographic strength. However, these schemes also present integration difficulties, especially in resource-constrained or legacy systems. Hash-based schemes like SPHINCS+ exhibit strong security guarantees but suffer from high latency and memory overhead, while multivariate algorithms such as Rainbow offer compact key sizes with moderate performance. The findings highlight the need for application-specific evaluation in selecting PQC solutions and provide actionable insights for guiding secure and efficient cryptographic transitions in the post-quantum era. Keywords: Post-Quantum Cryptography, Lattice-Based Cryptography, Hash-Based Cryptography, Multivariate Cryptography, Quantum Computing, Cryptographic Algorithms, Key Generation, Encryption Latency, Implementation Challenges, NIST PQC Standardization

International Journal of Academic and Industrial Research Innovations(IJAIRI)•Jun 26, 2025•1 citation

Security and Performance Analyses of Post-Quantum Digital Signature Algorithms and Their TLS and PKI Integrations

Manohar Raavi, Qaiser Khan, Simeon Wuthier +3 more

Quantum computing challenges the mathematical problems anchoring the security of the classical public key algorithms. For quantum-resistant public key algorithms, the National Institute of Standards and Technology (NIST) has undergone a multi-year standardization process and selected the post-quantum cryptography (PQC) public key digital signatures of Dilithium, Falcon, and SPHINCS+. Finding common ground to compare these algorithms can be difficult because of their design differences, including the fundamental math problems (lattice-based vs. hash-based). We use a visualization model to show the key/signature size vs. security trade-offs for all PQC algorithms. Our performance analyses compare the algorithms’ computational loads in the execution time. Building on the individual algorithms’ analyses, we analyze the communication costs and implementation overheads when integrated with Public Key Infrastructure (PKI) and with Transport Layer Security (TLS) and Transmission Control Protocol (TCP)/Internet Protocol (IP). Our results show that the lattice-based algorithms of Dilithium and Falcon induce lower computational overheads than the hash-based algorithms of SPHINCS+. In addition, the lattice-based PQC can outperform the classical algorithm with comparable security strength; for example, Dilithium 2 and Falcon 512 outperform RSA 4096 in the TLS handshake time duration.

Cryptography•Jun 4, 2025•14 citations
The advent of quantum computing presents a significant threat to the security of asymmetric cryptographic algorithms, necessitating the adoption of new cryptographic mechanisms resilient to quantum-based attacks. This need is particularly critical for applications that rely exclusively on public-key cryptography, such as digital signatures. This paper presents a comprehensive analysis of the performance of various post-quantum cryptographic algorithms, focusing specifically on NIST-standardized digital signature algorithms—SPHINCS+ and Dilithium—and their practical implementations. The study evaluates these algorithms across different programming languages to identify optimal environments for diverse applications. Comparative analyses with the widely used RSA algorithm reveal that the computational cost of adopting post-quantum cryptographic systems is relatively low. Notably, some post-quantum algorithms demonstrate performance advantages over classical RSA in specific scenarios.
The National Institute of Standards and Technology (NIST) has recently concluded the third round of its Post Quantum Cryptography Standardization Process, selecting four finalist algorithms for standardization: CRYSTALS Kyber, CRYSTALS-Dilithium, FALCON, and SPHINCS+. These algorithms are designed to withstand attacks from both classical and quantum computers, ensuring the long-term security of digital communications. This paper presents a comprehensive comparative analysis of the security margins and practical deployment readiness of these finalist algorithms. CRYSTALS-Kyber, a key encapsulation mechanism based on the hardness of the Module Learning With Errors problem, offers strong security and efficient performance. CRYSTALS-Dilithium, a digital signature algorithm based on module lattices, provides robust security guarantees and relatively straightforward implementation. FALCON, a lattice-based digital signature algorithm utilizing the Fast Fourier Transform, offers compact signatures and fast verification but faces implementation challenges due to its reliance on floating-point arithmetic. SPHINCS+, a hash-based signature scheme, stands out as a conservative choice with security based solely on the well-established security of hash functions. The analysis reveals that while each algorithm has its strengths, they also face unique challenges in terms of side-channel vulnerabilities, formal security proofs, and performance trade-offs. The practical deployment of these algorithms requires careful consideration of specific security requirements, performance needs, and resource constraints. Ongoing research efforts aim to enhance the algorithms' resistance against advanced attacks, optimize their performance across diverse platforms, and develop standardized and secure hybrid cryptographic systems. The transition to post-quantum cryptography will involve challenges such as interoperability with legacy systems, the need for clear standards and regulatory guidance, and the costs associated with software and hardware updates. Continued engagement with the cryptographic community and monitoring of the evolving security landscape will be crucial for ensuring a secure and effective migration to post-quantum cryptography.
As quantum computing advances, modern cryptographic standards face an existential threat, necessitating a transition to post-quantum cryptography (PQC). The National Institute of Standards and Technology (NIST) has selected CRYSTALS-Kyber and CRYSTALS-Dilithium as standardized PQC algorithms for secure key exchange and digital signatures, respectively. This study conducts a comprehensive performance analysis of these algorithms by benchmarking execution times across cryptographic operations such as key generation, encapsulation, decapsulation, signing, and verification. Additionally, the impact of AVX2 optimizations is evaluated to assess hardware acceleration benefits. Our findings demonstrate that Kyber and Dilithium achieve efficient execution times, outperforming classical cryptographic schemes such as RSA and ECDSA at equivalent security levels. Beyond technical performance, the real-world deployment of PQC introduces challenges in telecommunications networks, where large-scale infrastructure upgrades, interoperability with legacy systems, and regulatory constraints must be addressed. This paper examines the feasibility of PQC adoption in telecom environments, highlighting key transition challenges, security risks, and implementation strategies. Through industry case studies, we illustrate how telecom operators are integrating PQC into 5G authentication, subscriber identity protection, and secure communications. Our analysis provides insights into the computational trade-offs, deployment considerations, and standardization efforts shaping the future of quantum-safe cryptographic infrastructure.
The advent of quantum computing will pose a substantial threat to the security of classical cryptographic methods, which could become vulnerable to quantum-based attacks. In response to this impending challenge, the field of post-quantum cryptography has emerged, aiming to develop algorithms that can withstand the computational power of quantum computers. This study addressed the pressing concern of classical cryptographic methods becoming vulnerable to quantum-based attacks due to the rise of quantum computing. The emergence of post-quantum cryptography has led to the development of new resistant algorithms. Our research focused on four quantum-resistant algorithms endorsed by America’s National Institute of Standards and Technology (NIST) in 2022: CRYSTALS-Kyber, CRYSTALS-Dilithium, FALCON, and SPHINCS+. This study evaluated the security, performance, and comparative attributes of the four algorithms, considering factors such as key size, encryption/decryption speed, and complexity. Comparative analyses against each other and existing quantum-resistant algorithms provided insights into the strengths and weaknesses of each program. This research explored potential applications and future directions in the realm of quantum-resistant cryptography. Our findings concluded that the NIST algorithms were substantially more effective and efficient compared to classical cryptographic algorithms. Ultimately, this work underscored the need to adapt cryptographic techniques in the face of advancing quantum computing capabilities, offering valuable insights for researchers and practitioners in the field. Implementing NIST-endorsed quantum-resistant algorithms substantially reduced the vulnerability of cryptographic systems to quantum-based attacks compared to classical cryptographic methods.
The development of quantum computing technology is progressing very quickly, which poses a great threat to classical cryptographic algorithms like RSA and ECC, as they are based on mathematical problems that can be easily solved using quantum computing technology. To overcome the threat of quantum computing technology, the need for PQC algorithms like CRYSTALS Kyber, CRYSTALS Dilithium, Falcon, and SPHINCS+, which are standardized or recommended by NIST, has become essential in the era of cybersecurity. The feasibility of these algorithms in real time applications is the main focus of this thesis. A mixed approach is adopted for this purpose. Benchmark experiments were performed using the Open Quantum Safe library and PQC enabled OpenSSL for key generation, encryption, decryption, signature generation, signature verification, and TLS handshakes. Simulated environment and cloud environment were used for this purpose. Moreover, case studies were also conducted for cloud computing, financial sector, and IoT applications. Additionally, threat modeling is also performed for assessing the migration risks, i.e., “harvest now decrypt later.” The results indicate that the lattice-based methods, like Kyber and Dilithium, offer a robust trade off in terms of performance and security, albeit with increased key and signature sizes compared to classical methods. Hash based methods, like SPHINCS+, offer robust security, albeit with significant performance and size overheads, indicating that they are best used in specific circumstances. Hybrid approaches, using classical as well as quantum methods, were indicated as viable in the transition from classical to quantum methods, especially in circumstances that require backward compatibility. The paper concludes that NIST standardized PQC algorithms are technically viable for contemporary applications, especially in cloud computing and high-performance computing. However, for large-scale implementation, proper engineering and monitoring of developments in crypt analysis need to be performed. Future research should be directed towards implementation optimization, migration frameworks, and further studies in real-world implementations, especially for resource-constrained IoT and legacy system applications.
The advent of quantum computing presents a significant threat to classical public-key cryptographic systems, including RSA and Elliptic Curve Cryptography (ECC), thereby accelerating the development and standardization of post-quantum cryptography (PQC). This study evaluates the performance and implementation challenges of leading PQC algorithms across three major categories: lattice-based, hash-based, and multivariate cryptographic schemes. Utilizing empirical benchmark data from NIST candidate algorithms, the analysis focuses on key generation time, encryption latency, and memory consumption. Simulations and regression modeling reveal that lattice-based algorithms, particularly Kyber, demonstrate favorable trade-offs between computational efficiency and cryptographic strength. However, these schemes also present integration difficulties, especially in resource-constrained or legacy systems. Hash-based schemes like SPHINCS+ exhibit strong security guarantees but suffer from high latency and memory overhead, while multivariate algorithms such as Rainbow offer compact key sizes with moderate performance. The findings highlight the need for application-specific evaluation in selecting PQC solutions and provide actionable insights for guiding secure and efficient cryptographic transitions in the post-quantum era. Keywords: Post-Quantum Cryptography, Lattice-Based Cryptography, Hash-Based Cryptography, Multivariate Cryptography, Quantum Computing, Cryptographic Algorithms, Key Generation, Encryption Latency, Implementation Challenges, NIST PQC Standardization
Quantum computing challenges the mathematical problems anchoring the security of the classical public key algorithms. For quantum-resistant public key algorithms, the National Institute of Standards and Technology (NIST) has undergone a multi-year standardization process and selected the post-quantum cryptography (PQC) public key digital signatures of Dilithium, Falcon, and SPHINCS+. Finding common ground to compare these algorithms can be difficult because of their design differences, including the fundamental math problems (lattice-based vs. hash-based). We use a visualization model to show the key/signature size vs. security trade-offs for all PQC algorithms. Our performance analyses compare the algorithms’ computational loads in the execution time. Building on the individual algorithms’ analyses, we analyze the communication costs and implementation overheads when integrated with Public Key Infrastructure (PKI) and with Transport Layer Security (TLS) and Transmission Control Protocol (TCP)/Internet Protocol (IP). Our results show that the lattice-based algorithms of Dilithium and Falcon induce lower computational overheads than the hash-based algorithms of SPHINCS+. In addition, the lattice-based PQC can outperform the classical algorithm with comparable security strength; for example, Dilithium 2 and Falcon 512 outperform RSA 4096 in the TLS handshake time duration.