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Inseok Song

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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

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