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              <text>Solanki, Shashank; Sinha, Rituraj</text>
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              <text>Synergizing Edge AI and Quantum Machine Learning for Real-Time Cyber Threat Mitigation</text>
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              <text>Advancing Cyber Threat Detection Through Quantum and Edge Computing;pp.163-188</text>
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              <text>Solanki S., Christ University, India; Sinha R., Christ University, India</text>
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              <text>The escalation of the complexity of cyber threats must be countered by traditional signature- and rule- based security approaches. In this study, we propose a hybrid Edge AI-Quantum Machine Learning (QML) framework that employs variational quantum circuits and classical neural networks towards real-time per-device threat detection. Using three case studies, we validate the framework: (1) fraud detection in high frequency trading with 17% more true positives and 22% less false positives; (2) inference times under 100 ms for IoT anomaly detection; and (3) reduction of over 25% in deepfake misclassification. The built system is built end- to- end with an open- source stack. Finally, regulatory and ethical considerations (GDPR, data, privacy, international cybersecurity protocols, etc., Budapest Convention) are discussed. In presenting this work, we present a scalable and adaptive model for next- generation cybersecurity.  2026, IGI Global Scientific Publishing. All rights reserved.</text>
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              <text>ISBN: 979-833733553-7; 979-833733551-3;</text>
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