AGORA: Agentic Green Orchestration Architecture for Beyond 5G Networks
Rodrigo Moreira, Larissa Ferreira Rodrigues Moreira, Maycon Peixoto, Flavio De Oliveira Silva

TL;DR
This paper introduces AGORA, a novel architecture that integrates language models into Beyond 5G network management to translate sustainability goals into energy-efficient operational policies, enhancing human-centric network control.
Contribution
The paper proposes AGORA, a scalable, intent-driven framework that incorporates language models for translating human sustainability goals into actionable network policies in Beyond-5G networks.
Findings
Strong latency-energy coupling observed in control loops
Compact models maintain low energy footprint while executing policies
Effective non-zero migration under stressed MEC conditions
Abstract
Effective management and operational decision-making for complex mobile network systems present significant challenges, particularly when addressing conflicting requirements such as efficiency, user satisfaction, and energy-efficient traffic steering. The literature presents various approaches aimed at enhancing network management, including the Zero-Touch Network (ZTN) and Self-Organizing Network (SON); however, these approaches often lack a practical and scalable mechanism to consider human sustainability goals as input, translate them into energy-aware operational policies, and enforce them at runtime. In this study, we address this gap by proposing the AGORA: Agentic Green Orchestration Architecture for Beyond 5G Networks. AGORA embeds a local tool-augmented Large Language Model (LLM) agent in the mobile network control loop to translate natural-language sustainability goals into…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsSoftware-Defined Networks and 5G · IoT and Edge/Fog Computing · Advanced MIMO Systems Optimization
