כתבה
arXiv cs.LG ·
תקשורת סמנטית קוונטית מוחלטת
End-to-End Quantum Semantic Communication with Variational Quantum Neural Networks
למידה קוונטית מובילה לתקשורת ורשתות. המאמר מציג פרקטיקה חדשנית לתקשורת סמנטית קוונטית.
תקציר מקורי באנגליתarXiv:2609.25044v2 Announce Type: replace-cross Abstract: Quantum-enabled learning is increasingly being explored for future communication and networking applications, including distributed sensing, Internet of Things (IoT), and distributed quantum computing. However, existing approaches often face challenges in scalable inference and efficient information processing. To address these limitations, this paper integrates quantum machine learning (QML) with quantum semantic communication (QSemCom) in an end-to-end learning framework. A classical dataset is first mapped to a low-dimensional feature representation and encoded by a variational quantum transmitter that learns task-relevant semantic features. The resulting features are transmitted through a quantum channel and processed by a recei
קרא במקור המקורי
arxiv.org
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