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The Zero-touch network and Service Management (ZSM) framework represents an emerging paradigm in the management of the fifth-generation (5G) and Beyond (5G+) networks, offering automated self-management and self-healing capabilities to…

Networking and Internet Architecture · Computer Science 2023-12-08 Mirna El Rajab , Li Yang , Abdallah Shami

The transition from 5G to 6G mobile networks necessitates network automation to meet the escalating demands for high data rates, ultra-low latency, and integrated technology. Recently, Zero-Touch Networks (ZTNs), driven by Artificial…

Cryptography and Security · Computer Science 2025-03-04 Li Yang , Shimaa Naser , Abdallah Shami , Sami Muhaidat , Lyndon Ong , Mérouane Debbah

As the dawn of sixth-generation (6G) networking approaches, it promises unprecedented advancements in communication and automation. Among the leading innovations of 6G is the concept of Zero Touch Networks (ZTNs), aiming to achieve fully…

Computation and Language · Computer Science 2023-08-21 Abubakar S. Ali , Dimitrios Michael Manias , Abdallah Shami , Sami Muhaidat

The rapid evolution of mobile networks from 5G to 6G has necessitated the development of autonomous network management systems, such as Zero-Touch Networks (ZTNs). However, the increased complexity and automation of these networks have also…

Machine Learning · Computer Science 2024-09-06 Li Yang , Abdallah Shami

Zero-Touch Networks (ZTNs) represent a transformative paradigm toward fully automated and intelligent network management, providing the scalability and adaptability required for the complexity of sixth-generation (6G) networks. However, the…

Cryptography and Security · Computer Science 2025-12-11 Xinye Cao , Yihan Lin , Guoshun Nan , Qinchuan Zhou , Yuhang Luo , Yurui Gao , Zeliang Zhang , Haolang Lu , Qimei Cui , Yanzhao Hou , Xiaofeng Tao , Tony Q. S. Quek

Zero Trust (ZT) is a security paradigm aiming to curtail an attacker's lateral movements within a network by implementing least-privilege and per-request access control policies. However, its widespread adoption is hindered by the…

Cryptography and Security · Computer Science 2024-11-25 Charalampos Katsis , Elisa Bertino

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

The rapid expansion of cellular networks and rising demand for high-quality services require efficient and autonomous network management solutions. Zero Touch Network (ZTN) management has emerged as a key approach to automating network…

Networking and Internet Architecture · Computer Science 2025-08-26 Tamizhelakkiya K , Dibakar Das , Komal Sharma , Jyotsna Bapat , Debabrata Das

The IoT facilitates a connected, intelligent, and sustainable society; therefore, it is imperative to protect the IoT ecosystem. The IoT-based 5G and 6G will leverage the use of machine learning and artificial intelligence (ML/AI) more to…

Machine Learning · Computer Science 2025-02-07 Sushil Shakya , Robert Abbas , Sasa Maric

As networks advance toward the Sixth Generation (6G), management of high-speed and ubiquitous connectivity poses major challenges in meeting diverse Service Level Agreements (SLAs). The Zero Touch Network (ZTN) framework has been proposed…

Networking and Internet Architecture · Computer Science 2025-04-01 Tamizhelakkiya K , Dibakar Das , Jyotsna Bapat , Debabrata Das , Komal Sharma

Traditional security architectures are becoming more vulnerable to distributed attacks due to significant dependence on trust. This will further escalate when implementing agentic AI within the systems, as more components must be secured…

Networking and Internet Architecture · Computer Science 2025-09-29 Fannya R. Sandjaja , Ayesha A. Majeed , Abdullah Abdullah , Gyan Wickremasinghe , Karen Rafferty , Vishal Sharma

This paper presents a comprehensive analysis of the shift from the traditional perimeter model of security to the Zero Trust (ZT) framework, emphasizing the key points in the transition and the practical application of ZT. It outlines the…

Cryptography and Security · Computer Science 2024-01-19 Abraham Itzhak Weinberg , Kelly Cohen

Machine learning (ML) is increasingly used to automate networking tasks, in a paradigm known as zero-touch network and service management (ZSM). In particular, Deep Reinforcement Learning (DRL) techniques have recently gathered much…

Networking and Internet Architecture · Computer Science 2022-07-14 Ovidiu Iacoboaiea , Jonatan Krolikowski , Zied Ben Houidi , Dario Rossi

The integration of Terrestrial Networks (TN) and Non-Terrestrial Networks (NTN), including 5G Advanced/6G and the Internet of Things (IoT) technologies, using Low Earth Orbit (LEO) satellites, high-altitude platforms (HAPS), and Unmanned…

Cryptography and Security · Computer Science 2025-08-11 Sasa Maric , Rasil Baidar , Robert Abbas , Sam Reisenfeld

With ever-increasing complexity and dynamicity of communication networks, intelligent network operation and maintenance has become more important to network operators. With the fast development of artificial intelligence, concepts such as…

Networking and Internet Architecture · Computer Science 2022-09-07 Guozhi Lin , Jingguo Ge , Yulei Wu

Zero-Trust Network Access (ZTNA) marks a significant shift in network security by adopting a "never trust, always verify" approach. This work provides an in-depth analysis of ZTNA, offering a comprehensive framework for understanding its…

Cryptography and Security · Computer Science 2024-10-29 Vasilios Mavroudis

In this position paper, we discuss the critical need for integrating zero trust (ZT) principles into next-generation communication networks (5G/6G). We highlight the challenges and introduce the concept of an intelligent zero trust…

Networking and Internet Architecture · Computer Science 2022-07-28 Keyvan Ramezanpour , Jithin Jagannath

Zero-touch network is anticipated to inaugurate the generation of intelligent and highly flexible resource provisioning strategies where multiple service providers collaboratively offer computation and storage resources. This transformation…

The advancements in communication technology (5G and beyond) and global connectivity Internet of Things (IoT) also come with new security problems that will need to be addressed in the next few years. The threats and vulnerabilities…

Cryptography and Security · Computer Science 2025-05-27 Sandeep Pirbhulal , Habtamu Abie , Martin Jullum , Didrik Nielsen , Anders Løland

Artificial Intelligence (AI) is expected to be an integral part of next-generation AI-native 6G networks. With the prevalence of AI, researchers have identified numerous use cases of AI in network security. However, there are very few…

Cryptography and Security · Computer Science 2025-10-17 AbdulAziz AbdulGhaffar , Ashraf Matrawy
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