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Author

A. Cherukuri

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Jul 2026

Novel Quantum-Classical Hybrid Circuits for Adaptive Hardware-Based Machine Learning

Next-generation HQCNN architectures, including DMERA, HEA–QCNN, and (bQCNN) designs, significantly optimized for NISQ hardware are presented, establishing a scalable, parameter-efficient framework for high-performance hybrid quantum-classical ML on near-term devices.

Shyam R. Sihare, A. Cherukuri · 0 citations
Jul 2026

Adversarial Defense and Detection Framework for Encrypted Network Traffic Classification

This paper proposes an adversarial defense and detection framework with a hybrid architecture to effectively defend encrypted traffic classifiers against sophisticated adversarial attacks.

Reshma Ramanathan, Mahima Mageshbabu, A. Cherukuri · 0 citations