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Original Article
Adaptive AI-Driven Post-Quantum Cyber Defense Framework for Enterprise and Government Information Systems
Dr. Yogesh N. Chaudhari1
Shubham M. Koshti2
Dr. Dhanpal N. Waghulde3
Harshal B. Patil4
Sneha A. Patil5
1 2 4 5 Assistant Professor, KCES’s Institute of Management and Research, Jalgaon, Maharashtra, India. 3 Associate Professor, KCES’s Institute of Management and Research, Jalgaon, Maharashtra, India.
Published Online: May-June 2026
Pages: 400-404
Cite this article
↗ https://www.doi.org/10.59256/ijire.20260703043
References
1. National Institute of Standards and Technology. (2024). FIPS PUB 203: Module-Lattice-Based Key-Encapsulation Mechanism
Standard. U.S. Department of Commerce.
2. National Institute of Standards and Technology. (2024). FIPS PUB 204: Module-Lattice-Based Digital Signature Standard. U.S.
Department of Commerce.
3. National Institute of Standards and Technology. (2024). FIPS PUB 205: Stateless Hash-Based Digital Signature Standard. U.S.
Department of Commerce.
4. Shor, P. W. (1994). Algorithms for quantum computation: discrete logarithms and factoring. Proceedings 35th Annual Symposium on
Foundations of Computer Science, 124-134.
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Symposium on Theory of Computing, 212-219.
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7. Alagic, G., Alperin-Sheriff, J., Apon, D., Cooper, D., Dang, Q., Kelsey, J., Liu, Y. K., Miller, C., Moody, D., Peralta, R., Perlner, R.,
Robinson, A., & Smith-Tone, D. (2022). Status Report on the Third Round of the NIST Post-Quantum Cryptography Standardization
Process. NIST IR 8413.
8. U.S. Department of War. (2026). Department of War Post-Quantum Cryptography (PQC) Operational Migration Strategy. Federal
Policy Directives.
9. Executive Office of the President. (2026). Executive Order 14412: Setting Hard Migration Deadlines for Federal High-Value Assets
and Quantum-Vulnerable Architectural Topologies. The White House.
10. Peikert, C. (2016). A decade of lattice cryptography. Foundations and Trends® in Theoretical Computer Science, 10(1–4), 1-139.
11. Hoffstein, J., Pipher, J., & Silverman, J. H. (1998). NTRU: A ring-based public key cryptosystem. International Algorithmic Number
Theory Symposium, 267-288.
12. Ducas, L., Kiltz, E., Lepoint, T., Lyubashevsky, V., Schwabe, P., Seiler, G., & Stehlé, D. (2018). Crystals-Dilithium: A lattice-based
digital signature scheme. IACR Transactions on Cryptographic Hardware and Embedded Systems, 238-268.
13. Schwabe, P., Stehlé, D., & Zhao, W. (2024). Module-LWE verification paradigms within standard transport security constraints.
Journal of Cryptology, 37(2), 45-72.
14. Goodfellow, I., Pouget-Abadie, J., Mirza, M., Xu, B., Warde-Farley, D., Ozair, S., Courville, A., & Bengio, Y. (2014). Generative
adversarial nets. Advances in Neural Information Processing Systems, 2672-2680.
15. Vaswani, A., Shazeer, N., Parmar, N., Uszkoreit, J., Jones, L., Gomez, A. N., Kaiser, Ł., & Polosukhin, I. (2017). Attention is all you
need. Advances in Neural Information Processing Systems, 5998-6008.
16. Mnih, V., Kavukcuoglu, K., Silver, D., Rusu, A. A., Veness, J., Bellemare, M. G., ... & Hassabis, D. (2015). Human-level control
through deep reinforcement learning. Nature, 518(7540), 529-533.
17. Cyber Security and Infrastructure Security Agency (CISA). (2025). Post-Quantum Cryptographic Commercial Product Category
Baseline Requirements. CISA Resources.
18. National Security Agency. (2025). Commercial National Security Algorithm Suite 2.0 (CNSA 2.0) Implementation Guidelines. NSA
Advisory Memorandums.
19. Model Context Protocol Steering Committee. (2026). Model Context Protocol (MCP) Specification and Security Interface Layout
v1.4. Open-Source AI Infrastructure Alliance.
20. Woo, B., & Zhou, E. (2026). Post-quantum AI infrastructure security: Hardening autonomous agent context transfers against fault-
tolerant quantum threats. International Journal of Automated Cyber Defense, 14(3), 112-129.
Standard. U.S. Department of Commerce.
2. National Institute of Standards and Technology. (2024). FIPS PUB 204: Module-Lattice-Based Digital Signature Standard. U.S.
Department of Commerce.
3. National Institute of Standards and Technology. (2024). FIPS PUB 205: Stateless Hash-Based Digital Signature Standard. U.S.
Department of Commerce.
4. Shor, P. W. (1994). Algorithms for quantum computation: discrete logarithms and factoring. Proceedings 35th Annual Symposium on
Foundations of Computer Science, 124-134.
5. Grover, L. K. (1996). A fast quantum mechanical algorithm for database search. Proceedings of the Twenty-Eighth Annual ACM
Symposium on Theory of Computing, 212-219.
6. Bernstein, D. J., & Lange, T. (2017). Post-quantum cryptography. Nature, 549(7671), 188-194.
7. Alagic, G., Alperin-Sheriff, J., Apon, D., Cooper, D., Dang, Q., Kelsey, J., Liu, Y. K., Miller, C., Moody, D., Peralta, R., Perlner, R.,
Robinson, A., & Smith-Tone, D. (2022). Status Report on the Third Round of the NIST Post-Quantum Cryptography Standardization
Process. NIST IR 8413.
8. U.S. Department of War. (2026). Department of War Post-Quantum Cryptography (PQC) Operational Migration Strategy. Federal
Policy Directives.
9. Executive Office of the President. (2026). Executive Order 14412: Setting Hard Migration Deadlines for Federal High-Value Assets
and Quantum-Vulnerable Architectural Topologies. The White House.
10. Peikert, C. (2016). A decade of lattice cryptography. Foundations and Trends® in Theoretical Computer Science, 10(1–4), 1-139.
11. Hoffstein, J., Pipher, J., & Silverman, J. H. (1998). NTRU: A ring-based public key cryptosystem. International Algorithmic Number
Theory Symposium, 267-288.
12. Ducas, L., Kiltz, E., Lepoint, T., Lyubashevsky, V., Schwabe, P., Seiler, G., & Stehlé, D. (2018). Crystals-Dilithium: A lattice-based
digital signature scheme. IACR Transactions on Cryptographic Hardware and Embedded Systems, 238-268.
13. Schwabe, P., Stehlé, D., & Zhao, W. (2024). Module-LWE verification paradigms within standard transport security constraints.
Journal of Cryptology, 37(2), 45-72.
14. Goodfellow, I., Pouget-Abadie, J., Mirza, M., Xu, B., Warde-Farley, D., Ozair, S., Courville, A., & Bengio, Y. (2014). Generative
adversarial nets. Advances in Neural Information Processing Systems, 2672-2680.
15. Vaswani, A., Shazeer, N., Parmar, N., Uszkoreit, J., Jones, L., Gomez, A. N., Kaiser, Ł., & Polosukhin, I. (2017). Attention is all you
need. Advances in Neural Information Processing Systems, 5998-6008.
16. Mnih, V., Kavukcuoglu, K., Silver, D., Rusu, A. A., Veness, J., Bellemare, M. G., ... & Hassabis, D. (2015). Human-level control
through deep reinforcement learning. Nature, 518(7540), 529-533.
17. Cyber Security and Infrastructure Security Agency (CISA). (2025). Post-Quantum Cryptographic Commercial Product Category
Baseline Requirements. CISA Resources.
18. National Security Agency. (2025). Commercial National Security Algorithm Suite 2.0 (CNSA 2.0) Implementation Guidelines. NSA
Advisory Memorandums.
19. Model Context Protocol Steering Committee. (2026). Model Context Protocol (MCP) Specification and Security Interface Layout
v1.4. Open-Source AI Infrastructure Alliance.
20. Woo, B., & Zhou, E. (2026). Post-quantum AI infrastructure security: Hardening autonomous agent context transfers against fault-
tolerant quantum threats. International Journal of Automated Cyber Defense, 14(3), 112-129.
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