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Generative AI (GenAI) services powered by large language models (LLMs) increasingly deliver real-time interactions, yet existing 5G multi-access edge computing (MEC) architectures often treat communication and computing as separate domains,…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-24 Chien-Sheng Yang , Yu-Jen Ku , Yuan-Yao Lou , Nathan Tenny , Alex C. -C. Hsu

We present Task Bench, a parameterized benchmark designed to explore the performance of parallel and distributed programming systems under a variety of application scenarios. Task Bench lowers the barrier to benchmarking multiple…

Virtualization and containerization enhance the modularity and scalability of mobile network architectures, facilitating customized user services and improving management and orchestration across the network. In the context of the 5th…

Networking and Internet Architecture · Computer Science 2026-01-21 Rodrigo Moreira , Larissa Ferreira Rodrigues Moreira , Tereza C. Carvalho , Flavio de Oliveira Silva

The upcoming Sixth Generation (6G) mobile communications system envisions supporting a variety of use cases with differing characteristics, e.g., very low to extremely high data rates, diverse latency needs, ultra massive connectivity,…

Networking and Internet Architecture · Computer Science 2024-07-15 Rashmi Yadav , Rashmi Kamran , Pranav Jha , Abhay Karandikar

The advent of novel 5G services and applications with binding latency requirements and guaranteed Quality of Service (QoS) hastened the need to incorporate autonomous and proactive decision-making in network management procedures. The…

Networking and Internet Architecture · Computer Science 2023-11-09 Marco Skocaj , Francesca Conserva , Nicol Sarcone Grande , Andrea Orsi , Davide Micheli , Giorgio Ghinamo , Simone Bizzarri , Roberto Verdone

Vehicular cloud computing is gaining popularity thanks to the rapid advancements in next generation wireless communication networks. Similarly, Edge Computing, along with its standard proposals such as European Telecommunications Standards…

Networking and Internet Architecture · Computer Science 2024-04-30 Angelo Feraudo , Alessandro Calvio , Paolo Bellavista

In this work, we have formulated a controllerhypervisor (C-H) pair deployment approach to provide various network functions (such as differentiation between control and data signals, different translation functions etc.) with low latency.…

Networking and Internet Architecture · Computer Science 2020-07-21 Deborsi Basu , Uttam Ghosh , Raja Datta

Service function chaining (SFC) is promising to implement flexible and scalable virtual network infrastructure for the Internet of Things (IoT). Edge computing is envisioned to be an effective solution to process huge amount of IoT…

Networking and Internet Architecture · Computer Science 2020-06-16 Jing Liu , Guochu Shou , Qingtian Wang , Yaqiong Liu , Yihong Hu , Zhigang Guo

Diffusion models (DMs) have emerged as powerful tools for high-quality content generation, yet their intensive computational requirements for inference pose challenges for resource-constrained edge devices. Cloud-based solutions aid in…

Machine Learning · Computer Science 2025-08-08 Nan Li , Wanting Yang , Marie Siew , Zehui Xiong , Binbin Chen , Shiwen Mao , Kwok-Yan Lam

The increasing demand for mobile network capacity driven by Internet of Things (IoT) applications results in the need for understanding better the potential and limitations of 5G networks. Vertical application areas like smart mobility,…

Networking and Internet Architecture · Computer Science 2018-10-16 Aaron Yi Ding , Marijn Janssen

The evolving fifth generation (5G) cellular wireless networks are envisioned to overcome the fundamental challenges of existing cellular networks, e.g., higher data rates, excellent end-to-end performance and user-coverage in hot-spots and…

Networking and Internet Architecture · Computer Science 2016-11-17 E. Hossain , M. Rasti , H. Tabassum , A. Abdelnasser

The coexistence between active wireless communications and passive RF spectrum use becomes an increasingly important requirement for coordinated spectrum access supporting critical services. The ongoing research and technological progress…

Signal Processing · Electrical Eng. & Systems 2023-10-10 Walaa Alqwider , Aly Sabri Abdalla , Vuk Marojevic

In this work, we present a small-scale testbed for evaluating the real-life performance of cellular V2X (C-V2X) applications on 5G cellular networks. Despite the growing interest and rapid technology development for V2X applications,…

Systems and Control · Electrical Eng. & Systems 2024-05-10 Kaj Munhoz Arfvidsson , Kleio Fragkedaki , Frank J. Jiang , Vandana Narri , Hans-Cristian Lindh , Karl H. Johansson , Jonas Mårtensson

The 5G network systems are evolving and have complex network infrastructures. There is a great deal of work in this area focused on meeting the stringent service requirements for the 5G networks. Within this context, security requirements…

Cryptography and Security · Computer Science 2020-06-30 Vijay Varadharajan , Uday Tupakula , Kallol Karmakar

Convergence of multiple access technologies is one of the key enablers in providing a diverse set of services to the Fifth Generation (5G) users. Though the 3rd Generation Partnership Project (3GPP) 5G standard defines a common core…

Networking and Internet Architecture · Computer Science 2020-10-16 Meghna Khaturia , Pranav Jha , Abhay Karandikar

Network functions (e.g., firewalls, load balancers, etc.) have been traditionally provided through proprietary hardware appliances. Often, hardware appliances need to be hardwired back to back to form a service chain providing chained…

Networking and Internet Architecture · Computer Science 2018-04-23 Abhishek Gupta , M. Farhan Habib , Uttam Mandal , Pulak Chowdhury , Massimo Tornatore , Biswanath Mukherjee

GUI grounding is a critical component in building capable GUI agents. However, existing grounding benchmarks suffer from significant limitations: they either provide insufficient data volume and narrow domain coverage, or focus excessively…

Computer Vision and Pattern Recognition · Computer Science 2025-12-19 Beitong Zhou , Zhexiao Huang , Yuan Guo , Zhangxuan Gu , Tianyu Xia , Zichen Luo , Fei Tang , Dehan Kong , Yanyi Shang , Suling Ou , Zhenlin Guo , Changhua Meng , Shuheng Shen

Driven by the emergence of new compute-intensive applications and the vision of the Internet of Things (IoT), it is foreseen that the emerging 5G network will face an unprecedented increase in traffic volume and computation demands.…

Networking and Internet Architecture · Computer Science 2020-01-03 Quoc-Viet Pham , Fang Fang , Vu Nguyen Ha , Md. Jalil Piran , Mai Le , Long Bao Le , Won-Joo Hwang , Zhiguo Ding

6G, the next generation of mobile networks, is set to offer even higher data rates, ultra-reliability, and lower latency than 5G. New 6G services will increase the load and dynamism of the network. Network Function Virtualization (NFV) aids…

Signal Processing · Electrical Eng. & Systems 2024-10-10 Swarna Bindu Chetty , Avishek Nag , Ahmed Al-Tahmeesschi , Qiao Wang , Berk Canberk , Johann Marquez-Barja , Hamed Ahmadi

Federated learning offers a promising approach under the constraints of networking and data privacy constraints in aerial and space networks (ASNs), utilizing large-scale private edge data from drones, balloons, and satellites. Existing…

Machine Learning · Computer Science 2024-04-18 Fan Dong , Ali Abbasi , Henry Leung , Xin Wang , Jiayu Zhou , Steve Drew