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Author

Juyoung Kim

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Conference Aug 2026

Quantum Machine Learning for Intelligent ICT Systems: A Survey of Models, Algorithms, Challenges, and Future Directions

Quantum machine learning (QML) is an emerging research area that combines quantum computing with machine learning to exploit quantum superposition, entanglement, interference, and high-dimensional Hilbert-space representations. This paper presents a concise survey of QML models and algorithms for near-term noisy interm...

Ton That Tam Dinh, Manh Cuong Ho, Ayalneh Bitew Wondmagegn et al. · 0 citations
Conference Jul 2026

Toward Event-Driven Per-UE xApps in Open RAN Near-RT RIC

The Open Radio Access Network (O-RAN) NearReal-Time RAN Intelligent Controller (Near-RT RIC) hosts xApps that perform per-User-Equipment (UE) closed-loop control over the E2 interface, and proactive control of handover, scheduling, and anomaly response depends on the freshness of the underlying counters. Surveyed per-U...

Thanh Thien-An Dang, Dongwook Won, Juyoung Kim et al. · 1 citation
Conference Jul 2026

A Secure Hierarchical Federated Learning Architecture for UAV-Enabled Edge Computing Systems

Unmanned aerial vehicles (UAVs) are emerging as mobile edge nodes for temporary coverage, aerial sensing, disaster response, public-safety monitoring, intelligent transportation, and smart-agriculture services. Although federated learning (FL) enables distributed model training without transferring raw data, convention...

Ton That Tam Dinh, Manh Cuong Ho, Ayalneh Bitew Wondmagegn et al. · 0 citations
Conference Jul 2026

Toward End-to-End Intent-Based Networking for 6G: Architectures, Challenges, Recent Advances, and Future Directions

Intent-Based Networking (IBN) has emerged as a promising paradigm for simplifying network management by allowing operators and applications to specify high-level service objectives rather than low-level device configurations. Early IBN research was mainly developed in Software-Defined Networking (SDN), Network Function...

Dongwook Won, Thanh Thien-An Dang, Ton That Tam Dinh et al. · 0 citations

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