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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Seokhoon Kim

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Open access Sep 2026

A Multi-Timescale Control Framework for Energy and SLA-Aware O-RAN Network Slicing

H-RLS is proposed, a hierarchical multi-timescale framework that decouples control into a Non-RT Proximal Policy Optimization (PPO) agent for strategic, energy-aware policy planning and a Near-RT Recursive Least Squares (RLS)-assisted xApp that maintains zero SLA violations.

Sovanndoeur Riel, Seyha Ros, Taikuong Iv et al. · 0 citations
Open access Aug 2026

Hierarchical Model Selection and Control for Latency-Energy Optimization in MEC-Assisted Vehicular Networks

Results show that coordinated MEC-side control of AI model selection and computation, under a shared deadline-aware objective, provides a robust latency–energy trade-off for MEC-assisted vehicular networks.

Inseok Song, Seung-Woo Kang, Seyha Ros et al. · 0 citations
Open access Jun 2026

Adaptive SFC Management and Orchestration Based on DRL in Edge Intelligence for Computation Efficiency

Network functions virtualization (NFV) is an emerging technology that enables flexible service deployment for supporting the Beyond 5G/6G network. NFV transforms physical network devices into virtual network functions (VNF) over Edge Computing capabilities, thereby facilitating the agility of network services and reduc...

Seyha Ros, Taikuong Iv, Intae Ryoo et al. · 0 citations

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