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Cross-core communication is increasingly a bottleneck as the number of processing elements increase per system-on-chip. Typical hardware solutions to cross-core communication are often inflexible; while software solutions are flexible, they…

Hardware Architecture · Computer Science 2021-01-21 Qinzhe Wu , Jonathan Beard , Ashen Ekanayake , Andreas Gerstlauer , Lizy K. John

We consider the IPv6 Segment Routing (SRv6) technology for Service Function Chaining of Virtual Network Functions (VNFs). Most of the VNFs are legacy VNFs (not aware of the SRv6 technology) and expect to process traditional IP packets. An…

Networking and Internet Architecture · Computer Science 2019-07-25 Andrea Mayer , Stefano Salsano , Pier Luigi Ventre , Ahmed Abdelsalam , Luca Chiaraviglio , Clarence Filsfils

Many network applications, especially the multimedia applications, often deliver flows with high QoS, like end-to-end delay constraint. Flows of these applications usually need to traverse a series of different network functions orderly…

Networking and Internet Architecture · Computer Science 2020-10-12 Bangbang Ren , Ying Han

With the recent trend of "network softwarisation", enabled by emerging technologies such as Software-Defined Networking (SDN) and Network Function Virtualisation (NFV), system administrators of data centres and enterprise networks have…

Networking and Internet Architecture · Computer Science 2020-04-08 Roberto Doriguzzi-Corin

In this paper, we consider how to provide fast estimates of flow-level tail latency performance for very large scale data center networks. Network tail latency is often a crucial metric for cloud application performance that can be affected…

Networking and Internet Architecture · Computer Science 2022-10-03 Kevin Zhao , Prateesh Goyal , Mohammad Alizadeh , Thomas E. Anderson

Network function virtualization (NFV) and software defined networking (SDN) are two promising technologies to enable 5G and 6G services and achieve cost reduction, network scalability, and deployment flexibility. However, migration to full…

Networking and Internet Architecture · Computer Science 2020-10-20 Reza Moosavi , Saeedeh Parsaeefard , Mohammad Ali Maddah-Ali , Vahid Shah-Mansouri , Babak Hossein Khalaj , Mehdi Bennis

Virtualization technology, Network Function Virtualization (NFV), gives flexibility to communication and 5G core network technologies for dynamic and efficient resource allocation while reducing the cost and dependability of the physical…

Networking and Internet Architecture · Computer Science 2025-09-30 Murat Arda Onsu , Poonam Lohan , Burak Kantarci , Emil Janulewicz

We propose LIGHTNE 2.0, a cost-effective, scalable, automated, and high-quality network embedding system that scales to graphs with hundreds of billions of edges on a single machine. In contrast to the mainstream belief that distributed…

Social and Information Networks · Computer Science 2023-02-15 Yuyang Xie , Jiezhong Qiu , Laxman Dhulipala , Wenjian Yu , Jie Tang , Richard Peng , Chi Wang

The rapid growth of LLMs demands high-throughput, memory-capacity-intensive inference on resource-constrained edge devices, where single-batch decoding remains fundamentally memory-bound. Existing out-of-core GPU-based and SSD-like…

Hardware Architecture · Computer Science 2026-04-29 Mingbo Hao , Changwei Yan , Haoyu Cui , Zhihao Yan , Yizhi Ding , Zhangrui Qian , Weiwei Shan

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

With the increasing reliance of users on smart devices, bringing essential computation at the edge has become a crucial requirement for any type of business. Many such computations utilize Convolution Neural Networks (CNNs) to perform AI…

Machine Learning · Computer Science 2022-01-17 Tanmay Jain , Avaneesh , Rohit Verma , Rajeev Shorey

Virtual network functions (VNFs) have been widely deployed in mobile edge computing (MEC) to flexibly and efficiently serve end users running resource-intensive applications, which can be further serialized to form service function chains…

Networking and Internet Architecture · Computer Science 2022-01-19 Chen Wang , Qin Hu , Dongxiao Yu , Xiuzhen Cheng

Network functions virtualization (NFV) is an appealing vision that promises to dramatically reduce capital and operating expenses for cellular providers. However, existing efforts in this space leave open broad issues about how NFV…

Networking and Internet Architecture · Computer Science 2014-06-24 Zafar Ayyub Qazi , Vyas Sekar , Samir Das

Network Function Virtualization (NFV) is a vital player of modern networks providing different types of services such as traffic optimization, content filtering, and load balancing. More precisely, NFV is a provisioning technology aims at…

Networking and Internet Architecture · Computer Science 2020-04-21 Abolfazl Ghazizadeh , Behzad Akbari , Mohammad Mahdi Tajiki

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

In the framework of Network Function Virtualization (NFV), the reliability of Service Function Chain (SFC), -- an end-to-end service is presented by a chain of virtual network functions (VNFs), is a complex function of placement,…

Networking and Internet Architecture · Computer Science 2020-05-07 Anna Engelmann , Admela Jukan

Network function virtualization (NFV) enhances service flexibility by decoupling network functions from dedicated hardware. To handle time-varying traffic in NFV network, virtualized network function (VNF) migration has been involved to…

Networking and Internet Architecture · Computer Science 2024-10-15 Fangyu Zhang , Yuang Chen , Hancheng Lu , Chengdi Lu

Precise estimation of model inference latency is crucial for time-critical mobile edge applications, enabling devices to calculate latency margins against deadlines and trade them for enhanced model performance or resource savings. However,…

Hardware Architecture · Computer Science 2026-04-20 Jiesong Chen , Jun You , Zhidan Liu , Zhenjiang Li

The recent research advances in deep learning have led to the development of small and powerful Convolutional Neural Network (CNN) architectures. Meanwhile Field Programmable Gate Arrays (FPGAs) has become a popular hardware target choice…

Image and Video Processing · Electrical Eng. & Systems 2020-06-17 Nazariy K. Shaydyuk , Eugene B. John

For NFV systems, the key design space includes the function chaining for network requests and resource scheduling for servers. The problem is challenging since NFV systems usually require multiple (often conflicting) design objectives and…

Networking and Internet Architecture · Computer Science 2020-08-05 Xi Huang , Simeng Bian , Xin Gao , Weijie Wu , Ziyu Shao , Yang Yang , John C. S. Lui