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The transition towards sixth-generation (6G) wireless networks necessitates autonomous orchestration mechanisms capable of translating high-level operational intents into executable network configurations. Existing approaches to…

Artificial Intelligence · Computer Science 2026-01-13 Genze Jiang , Kezhi Wang , Xiaomin Chen , Yizhou Huang

Intent-Based Networking (IBN) presents a paradigm shift for network management, by promising to align intents and business objectives with network operations--in an automated manner. However, its practical realization is challenging: 1)…

Artificial Intelligence · Computer Science 2024-02-06 Kristina Dzeparoska , Ali Tizghadam , Alberto Leon-Garcia

Intent-Based Networking (IBN) aims to simplify operating heterogeneous infrastructures by translating high-level intents into enforceable policies and assuring compliance. However, dependable automation remains difficult because (i)…

Networking and Internet Architecture · Computer Science 2026-03-26 Md. Kamrul Hossain , Walid Aljoby

Advanced intelligent automation becomes an important feature to deal with the increased complexity in managing wireless networks. This paper proposes a novel automation approach of intent-based network for Radio Access Networks (RANs)…

Networking and Internet Architecture · Computer Science 2025-08-05 Fransiscus Asisi Bimo , Maria Amparo Canaveras Galdon , Chun-Kai Lai , Ray-Guang Cheng , Edwin K. P. Chong

Intent-Based Networking (IBN) aims to simplify network management by enabling users to specify high-level goals that drive automated network design and configuration. However, translating informal natural-language intents into formally…

Networking and Internet Architecture · Computer Science 2025-09-30 Anis Bekri , Amar Abane , Abdella Battou , Saddek Bensalem

Intent-based network (IBN) is a promising solution to automate network operation and management. IBN aims to offer human-tailored network interaction, allowing the network to communicate in a way that aligns with the network users'…

Networking and Internet Architecture · Computer Science 2026-04-06 Salwa Mostafa , Mohamed K. Abdel-Aziz , Mohammed S. Elbamby , Mehdi Bennis

While Intent-Based Networking (IBN) promises operational efficiency through autonomous and abstraction-driven network management, a critical unaddressed issue lies in IBN's implicit trust in the integrity of intent ingested by the network.…

Cryptography and Security · Computer Science 2025-11-10 Urslla Uchechi Izuazu , Mounir Bensalem , Admela Jukan

Intent-driven networks are an essential stepping stone in the evolution of network and service management towards a truly autonomous paradigm. User centric intents provide an abstracted means of impacting the design, provisioning,…

Networking and Internet Architecture · Computer Science 2023-05-10 Kashif Mehmood , Katina Kralevska , David Palma

With the emergence of 6G, mobile networks are becoming increasingly heterogeneous and dynamic, necessitating advanced automation for efficient management. Intent-Driven Networks (IDNs) address this by translating high-level intents into…

Networking and Internet Architecture · Computer Science 2026-02-06 Md Arafat Habib , Medhat Elsayed , Yigit Ozcan , Pedro Enrique Iturria-Rivera , Majid Bavand , Melike Erol-Kantarci

Intent-based networking (IBN) solutions to managing complex ICT systems have become one of the key enablers of intelligent and autonomous network management. As the number of machine learning (ML) techniques deployed in IBN increases, it…

Networking and Internet Architecture · Computer Science 2021-11-16 Mounir Bensalem , Jasenka Dizdarević , Admela Jukan

The recent development of Agentic AI systems, empowered by autonomous large language models (LLMs) agents with planning and tool-usage capabilities, enables new possibilities for the evolution of industrial automation and reduces the…

Machine Learning · Computer Science 2026-01-07 Marcos Lima Romero , Ricardo Suyama

Telecommunication networks are increasingly expected to operate autonomously while supporting heterogeneous services with diverse and often conflicting intents -- that is, performance objectives, constraints, and requirements specific to…

Machine Learning · Computer Science 2026-02-03 Burak Demirel , Pablo Soldati , Yu Wang

As networks move toward the next-generation 6G, Intent-based Management (IbM) systems are increasingly adopted to simplify and automate network management by translating high-level intents into low-level configurations. Within these…

Cryptography and Security · Computer Science 2025-10-23 Loay Abdelrazek , Leyli Karaçay , Marin Orlic

Intent-based networks (IBNs) are gaining prominence as an innovative technology that automates network operations through high-level request statements, defining what the network should achieve. In this work, we introduce IntAgent, an…

Networking and Internet Architecture · Computer Science 2026-01-21 Abdelrahman Soliman , Ahmed Refaey , Aiman Erbad , Amr Mohamed

Intent-based networking (IBN) facilitates the representation of consumer expectations in a declarative and domain-independent form. However, mapping intents to service and resource models remains an open challenge. IBN requires handling…

Networking and Internet Architecture · Computer Science 2023-07-25 Kashif Mehmood , Katina Kralevska , David Palma

The evolution towards Industry 4.0 is driving the need for innovative solutions in the area of network management, considering the complex, dynamic and heterogeneous nature of ICT supply chains. To this end, Intent-Based networking (IBN)…

Networking and Internet Architecture · Computer Science 2021-05-12 Mounir Bensalem , Jasenka Dizdarević , Francisco Carpio , Admela Jukan

The transition to Sixth Generation (6G) networks presents challenges in managing quality of service (QoS) of diverse applications and achieving Service Level Agreements (SLAs) under varying network conditions. Hence, network management must…

Networking and Internet Architecture · Computer Science 2025-09-26 Neelam Gupta , Dibakar Das , Tamizhelakkiya K , Uma Maheswari Natarajan , Sharvari Ravindran , Komal Sharma , Jyotsna Bapat , Debabrata Das

6G network complexity necessitates high levels of autonomy, yet current intent-based systems struggle with ambiguous or incomplete human requests. This paper introduces an agent-based, intent-driven end-to-end (E2E) orchestration framework…

Networking and Internet Architecture · Computer Science 2026-04-28 Kostis Trantzas , Besiana Agko , Christos Tranoris , Irene Denazi

As 6G wireless systems evolve, growing functional complexity and diverse service demands are driving a shift from rule-based control to intent-driven autonomous intelligence. User requirements are no longer captured by a single metric…

Artificial Intelligence · Computer Science 2026-02-20 Zhaoyang Li , Xingzhi Jin , Junyu Pan , Qianqian Yang , Zhiguo Shi

Autonomous Artificial Intelligence (AI) agents, powered by Large Language Models (LLMs), advance rapidly toward interconnected systems -- an Internet of Agents (IoA). This vision enables complex problem-solving while introducing systemic…

Multiagent Systems · Computer Science 2026-04-28 Juan A. Wibowo , George C. Polyzos
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