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A Two-Tier Authentication Framework Integrating Post-Quantum Cryptography with AI-Based Emotion Recognition

Authors

  • Yong Wang Department of Mathematical Sciences, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600, UKM Bangi, Selangor, Malaysia
  • Eddie Shahril Ismail Department of Mathematical Sciences, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600, UKM Bangi, Selangor, Malaysia https://orcid.org/0000-0002-1183-0830

DOI:

https://doi.org/10.37256/cm.6520257221

Keywords:

post-quantum cryptography, emotion-aware biometrics, two-tier authentication, artificial intelligence, chameleon hashing, privacy-preserving authentication

Abstract

Quantum computing threatens mainstream cryptosystems that rely on integer factorization and discrete-logarithm hardness assumptions. Although Post-Quantum Cryptography (PQC) and biometric authentication have each progressed rapidly, few solutions fuse their respective advantages. We present an AI-enhanced post-quantum two-tier authentication framework that unifies cryptographic robustness with adaptive, behaviour-based biometrics. Tier 1 uses conventional factors-passwords and static biometrics-to establish a baseline identity. Tier 2 then acquires dynamic emotional cues from facial expressions, speech prosody and physiological signals, which are continuously analysed by deep-learning models. The resulting emotion signatures are bound to the credential stream via a lattice-based chameleon hash and signed with the CRYSTALS-Dilithium scheme, yielding strong resistance to spoofing, coercion and quantum adversaries. Simulation results show a True Acceptance Rate of 95.7% and a False Acceptance Rate of 2.1% under targeted adversarial attacks. These findings demonstrate that coupling emotion-aware AI biometrics with PQC primitives can deliver adaptive, quantum-resilient authentication for next-generation digital infrastructure.

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Published

2025-09-09

How to Cite

1.
Wang Y, Ismail ES. A Two-Tier Authentication Framework Integrating Post-Quantum Cryptography with AI-Based Emotion Recognition. Contemp. Math. [Internet]. 2025 Sep. 9 [cited 2026 Jun. 13];6(5):6081-106. Available from: https://ojs.wiserpub.com/index.php/CM/article/view/7221