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Large Foundation Models (LFMs), including multi-modal and generative models, promise to unlock new capabilities for next-generation Edge AI applications. However, performing inference with LFMs in resource-constrained and heterogeneous edge…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-12 Fernando Koch , Aladin Djuhera , Alecio Binotto

With emerging applications such as autonomous driving, smart cities, and smart factories, network slicing has become an essential component of 5G and beyond networks as a means of catering to a service-aware network. However, managing…

Machine Learning · Computer Science 2024-01-17 Fatemeh Lotfi , Fatemeh Afghah

Network slicing logically partitions the 5G infrastructure to cater to diverse verticals with varying requirements. However, resource sharing exposes the slices to threats and performance degradation, making slice isolation essential. Fully…

Networking and Internet Architecture · Computer Science 2025-04-22 Mehdi Bolourian , Noura Limam , Mohammad Ali Salahuddin , Raouf Boutaba

This paper addresses the challenges of delivering fine-grained Quality of Service (QoS) and communication determinism over 5G wireless networks for real-time and autonomous needs of Industrial Internet of Things (IIoT) applications while…

Networking and Internet Architecture · Computer Science 2022-11-14 Ziran Min , Shashank Shekhar , Charif Mahmoudi , Valerio Formicola , Swapna Gokhale , Aniruddha Gokhale

Network slicing over space division multiplexed elastic optical networks (SDM EONs) enables efficient multiservice provisioning on a shared optical substrate. However, embedding such slices requires coordinated spectrum and compute resource…

Networking and Internet Architecture · Computer Science 2026-04-15 Divya Khanure , Riti Gour , Congzhou Li , Jason P. Jue

Network Slicing (NS) has transformed the landscape of resource sharing in networks, offering flexibility to support services and applications with highly variable requirements in areas such as the next-generation 5G/6G mobile networks…

Network slicing has emerged as an integral concept in 5G, aiming to partition the physical network infrastructure into isolated slices, customized for specific applications. We theoretically formulate the key performance metrics of an…

Networking and Internet Architecture · Computer Science 2024-04-30 Homa Esfahanizadeh , Vipindev Adat Vasudevan , Benjamin D. Kim , Shruti Siva , Jennifer Kim , Alejandro Cohen , Muriel Médard

The smart grid utilizes many Internet of Things (IoT) applications to support its intelligent grid monitoring and control. The requirements of the IoT applications vary due to different tasks in the smart grid. In this paper, we propose a…

Networking and Internet Architecture · Computer Science 2018-04-05 Pan Wang , Shidong Liu , Feng Ye , Xuejiao Chen

Virtualization in 5G and beyond networks allows the creation of virtual networks, or network slices, tailored to meet the requirements of various applications. However, this flexibility introduces several challenges for infrastructure…

Networking and Internet Architecture · Computer Science 2025-01-20 Muhammad Sulaiman , Bo Sun , Mohammad Ali Salahuddin , Raouf Boutaba , Aladdin Saleh

Network slicing has emerged as a key network technology, providing network operators with the means to offer virtual networks to vertical users over a single physical network infrastructure. Recent research has resulted mainly in techniques…

Networking and Internet Architecture · Computer Science 2025-04-04 Aitor Encinas-Alonso , Carlos M. Lentisco , Ignacio Soto , Luis Bellido , David Fernandez

A pivotal attribute of 5G networks is their capability to cater to diverse application requirements. This is achieved by creating logically isolated virtual networks, or slices, with distinct service level agreements (SLAs) tailored to…

Networking and Internet Architecture · Computer Science 2024-07-29 Muhammad Sulaiman , Mahdieh Ahmadi , Bo Sun , Niloy Saha , Mohammad A. Salahuddin , Raouf Boutaba , Aladdin Saleh

Fog computing is a promising architecture to provide economic and low latency data services for future Internet of things (IoT)-based network systems. It relies on a set of low-power fog nodes that are close to the end users to offload the…

Computer Science and Game Theory · Computer Science 2017-01-17 Huaqing Zhang , Yong Xiao , Shengrong Bu , Dusit Niyato , Richard Yu , Zhu Han

Resource allocation is investigated to enhance the performance of device-to-device (D2D) cooperation in a fog radio access network (F-RAN) architecture. Our envisioned framework enables two D2D links to share certain orthogonal radio…

Information Theory · Computer Science 2021-04-16 Md. Zoheb Hassan , Md. Jahangir Hossain , Julian Cheng , Victor C. M. Leung

Network slicing to support multi-tenancy plays a key role in improving the performance of 5G networks. In this paper, we propose a two time-scale framework for the reservation-based network slicing in the backhaul and Radio Access Network…

Signal Processing · Electrical Eng. & Systems 2022-02-23 Navid Reyhanian , Zhi-Quan Luo

Network slicing enables multiple virtual networks to be instantiated and customized to meet heterogeneous use case requirements over 5G and beyond network deployments. However, most of the solutions available today face scalability issues…

Networking and Internet Architecture · Computer Science 2022-11-08 Farhad Rezazadeh , Lanfranco Zanzi , Francesco Devoti , Hatim Chergui , Xavier Costa-Perez , Christos Verikoukis

The incoming era of the Fifth-Generation Fog Computing-supported Radio Access Networks (shortly, 5G FOGRANs) aims at exploiting computing/networking resource virtualization, in order to augment the limited resources of wireless devices…

Networking and Internet Architecture · Computer Science 2026-01-15 Enzo Baccarelli , Michele Scarpiniti , Alireza Momenzadeh

Network slicing is a key to supporting different quality-of-service requirements for users and application in the 5G network. However, allocating network slices efficiently while providing a minimum guaranteed level of service in a mobile…

Networking and Internet Architecture · Computer Science 2019-05-13 Danish Sattar , Ashraf Matrawy

The customization of services in Fifth-generation (5G) and Beyond 5G (B5G) networks relies heavily on network slicing, which creates multiple virtual networks on a shared physical infrastructure, tailored to meet specific requirements of…

Networking and Internet Architecture · Computer Science 2026-01-12 Nguyen Phuc Tran , Oscar Delgado , Brigitte Jaumard

In 5G networks, slicing allows partitioning of network resources to meet stringent end-to-end service requirements across multiple network segments, from access to transport. These requirements are shaping technical evolution in each of…

Networking and Internet Architecture · Computer Science 2019-06-26 Nashid Shahriar , Sepehr Taeb , Shihabur Rahman Chowdhury , Mubeen Zulfiqar , Massimo Tornatore , Raouf Boutaba , Jeebak Mitra , Mahdi Hemmati

With network slicing in 5G networks, Mobile Network Operators can create various slices for Service Providers (SPs) to accommodate customized services. Usually, the various Service Function Chains (SFCs) belonging to a slice are deployed on…

Networking and Internet Architecture · Computer Science 2020-08-24 Quang-Trung Luu , Sylvaine Kerboeuf , Alexandre Mouradian , Michel Kieffer