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While providing low latency is a fundamental requirement in deploying recommendation services, achieving high resource utility is also crucial in cost-effectively maintaining the datacenter. Co-locating multiple workers of a model is an…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-02-24 Yujeong Choi , John Kim , Minsoo Rhu

Edge Computing in 5G and Beyond is a promising solution for ultra-low latency applications (e.g. Autonomous Vehicle, Augmented Reality, and Remote Surgery), which have an extraordinarily low tolerance for the delay and require fast data…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-15 Hamed Rahimi , Yvan Picaud , Salvatore Costanzo , Giyyarpuram Madhusudan , Olivier Boissier , kamal Deep Singh

Immersive media streaming, especially virtual reality (VR)/360-degree video streaming which is very bandwidth demanding, has become more and more popular due to the rapid growth of the multimedia and networking deployments. To better…

Multimedia · Computer Science 2018-03-22 Wei Huang , Lianghui Ding , Hung-Yu Wei , Jenq-Neng Hwang , Yiling Xu , Wenjun Zhang

5G communication brings substantial improvements in the quality of service provided to various applications by achieving higher throughput and lower latency. However, interactive multimedia applications (e.g., ultra high definition video…

Multimedia · Computer Science 2022-09-14 Muhammad Asif Khan , Emna Baccour , Zina Chkirbene , Aiman Erbad , Ridha Hamila , Mounir Hamdi , Moncef Gabbouj

Integration of artificial intelligence (AI) and machine learning (ML) into the air interface has been envisioned as a key technology for next-generation (NextG) cellular networks. At the air interface, multiple-input multiple-output (MIMO)…

Signal Processing · Electrical Eng. & Systems 2024-03-06 Jiarui Xu , Shashank Jere , Yifei Song , Yi-Hung Kao , Lizhong Zheng , Lingjia Liu

The next generation wireless networks (i.e. 5G and beyond), which would be extremely dynamic and complex due to the ultra-dense deployment of heterogeneous networks (HetNets), poses many critical challenges for network planning, operation,…

Information Theory · Computer Science 2018-01-15 Tadilo Endeshaw Bogale , Xianbin Wang , Long Bao Le

Immersive applications such as eXtended Reality (XR), cloud gaming, and real-time video streaming are central to the vision of 6G networks. These applications require not only low latency and high data rates, but also consistent and…

Networking and Internet Architecture · Computer Science 2026-01-26 Belal Korany , Peerapol Tinnakornsrisuphap , Saadallah Kassir , Prashanth Hande , Hyun Yong Lee , Thomas Stockhammer , Hemanth Sampath

To support emerging mobile use cases (e.g., AR/VR, autonomous driving, and massive IoT), next-generation mobile cores for 5G and 6G are being re-architected as service-based architectures (SBAs) running on both private and public clouds.…

Networking and Internet Architecture · Computer Science 2025-09-10 Bilal Saleem , Omar Basit , Jiayi Meng , Iftekhar Alam , Ajay Thakur , Christian Maciocco , Muhammad Shahbaz , Y. Charlie Hu , Larry Peterson

With the exponential increase in mobile users, the mobile data demand has grown tremendously. To meet these demands, cellular operators are constantly innovating to enhance the capacity of cellular systems. Consequently, operators have been…

Networking and Internet Architecture · Computer Science 2021-12-30 Vanlin Sathya , Srikant Manas Kala , Kalpana Naidu

With the proliferation of edge AI applications, satisfying user quality of experience (QoE) requirements, such as model inference latency, has become a first class objective, as these models operate in resource constrained settings and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-15 Jianli Jin , Ziyang Lin , Qianli Dong , Yi Chen , Jayanth Srinivasa , Myungjin Lee , Zhaowei Tan , Fan Lai

Video conferencing over 5G is increasingly prevalent, yet its Quality of Experience (QoE) often degrades under limited radio resources. This has two causes: 5G networks must serve many users, while interactive traffic requires careful…

Networking and Internet Architecture · Computer Science 2026-05-15 Xuyang Cao , Oliver Michel , Kyle Jamieson

The high propagation and penetration loss experienced at millimeter wave (mmWave) frequencies requires ultra-dense deployments of 5th generation (5G) base stations, which may be infeasible and costly for network operators. Integrated Access…

Networking and Internet Architecture · Computer Science 2022-03-07 Matteo Pagin , Marco Giordani , Amir Ashtari Gargari , Alberto Rech , Federico Moretto , Stefano Tomasin , Jonathan Gambini , Michele Zorzi

5G is the next-generation cellular network technology, with the goal of meeting the critical demand for bandwidth required to accommodate a high density of users. It employs flexible architectures to accommodate the high density. 5G is…

Networking and Internet Architecture · Computer Science 2022-03-31 Barak Gahtan

The next evolutionary step in human-computer interfaces will bring forward immersive digital experiences that submerge users in a 3D world while allowing them to interact with virtual or twin objects. Accordingly, various collaborative…

Human-Computer Interaction · Computer Science 2023-06-13 MohammadJavad Salehi , Kari Hooli , Jari Hulkkonen , Antti Tolli

Research and development on the next generation wireless systems, namely 5G, has experienced explosive growth in recent years. In the physical layer (PHY), the massive multiple-input-multiple-output (MIMO) technique and the use of high GHz…

Information Theory · Computer Science 2017-07-20 Yiming Huo , Xiaodai Dong , Wei Xu

In this paper, we provide a novel application aware user association and resource allocation framework, i.e., AURA-5G, which utilizes a joint optimization strategy to accomplish the same. Concretely, our methodology considers all the real…

Networking and Internet Architecture · Computer Science 2020-03-25 Akshay Jain , Elena Lopez-Aguilera , Ilker Demirkol

The future 5G wireless infrastructure will support any-to-any connectivity between densely deployed smart objects that form the emerging paradigm known as the Internet of Everything (IoE). Compared to traditional wireless networks that…

Networking and Internet Architecture · Computer Science 2017-05-02 Tarik Kazaz , Christophe Van Praet , Merima Kulin , Pieter Willemen , Ingrid Moerman

Telecommunications networks generate extensive performance and environmental telemetry, yet most LTE and 5G-NR deployments still rely on static, manually engineered configurations. This limits adaptability in rural, nomadic, and…

Networking and Internet Architecture · Computer Science 2026-02-04 Simran Saxena , Arpad Kovesdy

With the emergence of 4k/8k video, the throughput requirement of video delivery will keep grow to tens of Gbps. Other new high-throughput and low-latency video applications including augmented reality (AR), virtual reality (VR), and online…

Signal Processing · Electrical Eng. & Systems 2020-08-04 Cailian Deng , Xuming Fang , Xiao Han , Xianbin Wang , Li Yan , Rong He , Yan Long , Yuchen Guo

Currently, the world experiences an unprecedentedly increasing generation of application data, from sensor measurements to video streams, thanks to the extreme connectivity capability provided by 5G networks. Going beyond 5G technology,…

Signal Processing · Electrical Eng. & Systems 2022-04-21 Mattia Merluzzi , Miltiadis C. Filippou , Leonardo Gomes Baltar , Emilio Calvanese Strinati