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Author

Sneha George

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Open access Jul 2026

Adversarial Attack Detection in Wireless Networks Using Deep Learning Based Capsule Networks

A Capsule Network (CapsNet)-based framework detecting adversarial attacks in wireless networks is proposed, which uses RF-aware capsule representations and dynamic routing to improve hierarchical feature learning and robustness against adversarial perturbations.

Sneha George, P. R, K. K · 0 citations
Conference Jul 2026

A Self-Adaptive Quantum-Capsule Cognitive Security Architecture for Zero-Trust 6G Wireless Networks

A Self-Adaptive Quantum-Capsule Cognitive Security Architecture (SA-QCCSA) is introduced for zero-trust adversarial defense in 6G wireless networks, integrating Quantum-optimized Capsule Networks (Q-CapsNet) with cognitive threat orchestration for real-time cyber-attack mitigation. Multidimensional 6G network traffic i...

Sneha George, R. Joy, K. Karuppasamy · 0 citations

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