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Author

Alepera Rasaed

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4 papers indexed here

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#federated learning Open access Sep 2026

Privacy-Preserving Federated Learning Across Heterogeneous Distributed Datasets: Quantum-Inspired Mechanisms, Explainable Classifiers and Multi-Domain Empirical Evidence

This paper addresses vulnerabilities in standard federated learning aggregation against gradient inversion attacks by evaluating three layered privacy-enhancing mechanisms: classical differential privacy (DP) noise injection, homomorphic encryption, and a novel quantum-inspired random unitary rotation of embedding vect...

Alepera Rasaed, Yuisa Kaliok · 0 citations
#federated learning Open access Sep 2026

Privacy-Preserving Federated Learning Across Heterogeneous Distributed Datasets: Quantum-Inspired Mechanisms, Explainable Classifiers and Multi-Domain Empirical Evidence

This paper addresses vulnerabilities in standard federated learning aggregation against gradient inversion attacks by evaluating three layered privacy-enhancing mechanisms: classical differential privacy (DP) noise injection, homomorphic encryption, and a novel quantum-inspired random unitary rotation of embedding vect...

Alepera Rasaed, Yuisa Kaliok · 0 citations
#graph neural networks Open access Sep 2026

Converged Security Architectures for Critical Infrastructure: Post-Quantum Cryptography, Graph Neural Intrusion Detection and Cross-Domain Empirical Validation

This paper introduces a unified, three-layer converged security architecture designed to shield critical digital infrastructure from both classical cyber threats and emerging quantum decryption risks. The architecture integrates a DNA-steganography post-quantum key exchange scheme to secure inter-layer communications,...

Alagise Nayuise, Laminese L, Lopera Haria et al. · 0 citations
#graph neural networks Open access Sep 2026

Converged Security Architectures for Critical Infrastructure: Post-Quantum Cryptography, Graph Neural Intrusion Detection and Cross-Domain Empirical Validation

This paper introduces a unified, three-layer converged security architecture designed to shield critical digital infrastructure from both classical cyber threats and emerging quantum decryption risks. The architecture integrates a DNA-steganography post-quantum key exchange scheme to secure inter-layer communications,...

Alagise Nayuise, Laminese L, Lopera Haria et al. · 0 citations

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