QCMI-Based Quantum Markov Blanket Discovery for Semantic Quantum Networks

Evangelos K. Markakis; Ilias Politis

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arXiv · 2609.23190

QCMI-Based Quantum Markov Blanket Discovery for Semantic Quantum Networks

Evangelos K. Markakis·Ilias Politis

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Abstract

Quantum-enabled semantic communication networks (QESCs) leverage quantum technologies to transmit data meaning efficiently, yet face challenges from costly resources and noise. This letter introduces Quantum Markov Blankets (QMBs) to QESCs, a novel framework to isolate essential quantum information for semantic transmission. We prove QMBs' validity using quantum conditional mutual information, showing that they shield semantic content from irrelevant subsystems. An implementation strategy optimises QMB detection, reducing resource use. Simulations suggest that QMB-based QESCs cut qubit consumption by 50\%-75\% while enhancing fidelity compared with non-optimised quantum semantic schemes. Unlike classical approaches, QMBs offer inherent security by limiting an eavesdropper's access to classical data outside the blanket. We outline future directions, including real-time QMB adaptation. This work bridges quantum information theory and semantic communication, advancing resource-efficient and secure quantum networks.

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Evangelos K. Markakis, Ilias Politis. 2026-09-19. QCMI-Based Quantum Markov Blanket Discovery for Semantic Quantum Networks. https://arxiv.org/abs/2609.23190

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