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Cloud computing offers the economies of scale for computational resources with the ease of management, elasticity, and fault tolerance. To take advantage of these benefits, many enterprises are contemplating to outsource the middlebox…

Cryptography and Security · Computer Science 2019-10-18 Bohdan Trach , Alfred Krohmer , Sergei Arnautov , Franz Gregor , Pramod Bhatotia , Christof Fetzer

Network Function Virtualization (NFV) is enabling the softwarization of traditional network services, commonly deployed in dedicated hardware, into generic hardware in form of Virtual Network Functions (VNFs), which can be located flexibly…

Networking and Internet Architecture · Computer Science 2020-02-03 Francisco Carpio , Wolgang Bziuk , 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

Information-Centric Networking is a promising networking paradigm that overcomes many of the limitations of current networking architectures. Various research efforts investigate solutions for securing ICN. Nevertheless, most of these…

Networking and Internet Architecture · Computer Science 2017-07-07 Nikos Fotiou , George Xylomenos , George C. Polyzos

The overhead of the kernel storage path accounts for half of the access latency for new NVMe storage devices. We explore using BPF to reduce this overhead, by injecting user-defined functions deep in the kernel's I/O processing stack. When…

Operating Systems · Computer Science 2021-02-26 Yu Jian Wu , Hongyi Wang , Yuhong Zhong , Asaf Cidon , Ryan Stutsman , Amy Tai , Junfeng Yang

Deep neural network (DNN) inference is increasingly being executed on mobile and embedded platforms due to low latency and better privacy. However, efficient deployment on these platforms is challenging due to the intensive computation and…

Hardware Architecture · Computer Science 2022-06-08 Lei Xun , Bashir M. Al-Hashimi , Jonathon Hare , Geoff V. Merrett

Edge computing pushes computation closer to data sources, but it also expands the attack surface on resource-constrained devices. This work explores the deployment of the Lightweight Deep Anomaly Detection for Network Traffic (LDPI)…

Cryptography and Security · Computer Science 2025-11-13 Everton de Matos , Hazaa Alameri , Willian Tessaro Lunardi , Martin Andreoni , Eduardo Viegas

The Network Function Virtualization (NFV) paradigm is enabling flexibility, programmability and implementation of traditional network functions into generic hardware, in form of the so-called Virtual Network Functions (VNFs). Today, cloud…

Networking and Internet Architecture · Computer Science 2020-02-03 Francisco Carpio , Admela Jukan , Rastin Pries

As mobile network users look forward to the connectivity speeds of 5G networks, service providers are facing challenges in complying with connectivity demands without substantial financial investments. Network Function Virtualization (NFV)…

Networking and Internet Architecture · Computer Science 2016-11-15 Hassan Hawilo , Abdallah Shami , Maysam Mirahmadi , Rasool Asal

Network Function Virtualization (NFV) platforms consume significant energy, introducing high operational costs in edge and data centers. This paper presents a novel framework called GreenNFV that optimizes resource usage for network…

Networking and Internet Architecture · Computer Science 2023-10-18 MD S Q Zulkar Nine , Tevfik Kosar , Fatih Bulut , Jinho Hwang

Modern client processors typically use one of three commonly-used power delivery network (PDN): 1) motherboard voltage regulators (MBVR), 2) integrated voltage regulators (IVR), and 3) low dropout voltage regulators (LDO). We observe that…

Hardware Architecture · Computer Science 2020-09-22 Jawad Haj-Yahya , Mohammed Alser , Jeremie S. Kim , Lois Orosa , Efraim Rotem , Avi Mendelson , Anupam Chattopadhyay , Onur Mutlu

L7 load balancers are a fundamental building block in microservices as they enable fine-grained traffic distribution. Compared to monolithic applications, microservices demand higher performance and stricter isolation from load balancers.…

Networking and Internet Architecture · Computer Science 2026-02-11 Yuejie Wang , Chenchen Shou , Jiaxu Qian , Guyue Liu

With the advent of Network Function Virtualization (NFV), network services that traditionally run on proprietary dedicated hardware can now be realized using Virtual Network Functions (VNFs) that are hosted on general-purpose commodity…

Networking and Internet Architecture · Computer Science 2022-01-21 Gamal Sallam , Bo Ji

A typical enterprise uses a local area network of computers to perform its business. During the off-working hours, the computational capacities of these networked computers are underused or unused. In order to utilize this computational…

Distributed, Parallel, and Cluster Computing · Computer Science 2009-08-21 Que Thu Dung Nguyen

Multi-task learning (MTL) is an efficient way to improve the performance of related tasks by sharing knowledge. However, most existing MTL networks run on a single end and are not suitable for collaborative intelligence (CI) scenarios. In…

Computer Vision and Pattern Recognition · Computer Science 2021-11-03 Mengyang Wang , Zhicong Zhang , Jiahui Li , Mengyao Ma , Xiaopeng Fan

We propose FedNET, a proactive and privacy-preserving framework for early identification of high-risk links in large-scale communication networks, that leverages a distributed multi-step traffic forecasting method. FedNET employs Federated…

Machine Learning · Computer Science 2025-11-11 Saroj Kumar Panda , Basabdatta Palit , Sadananda Behera

Future mobile networks supporting Internet of Things are expected to provide both high throughput and low latency to user-specific services. One way to overcome this challenge is to adopt network function virtualization and Multi-access…

Networking and Internet Architecture · Computer Science 2019-07-04 Emmanouil Fountoulakis , Qi Liao , Manuel Stein , Nikolaos Pappas

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

Running off-site software middleboxes at third-party service providers has been a popular practice. However, routing large volumes of raw traffic, which may carry sensitive information, to a remote site for processing raises severe security…

Cryptography and Security · Computer Science 2019-10-17 Huayi Duan , Cong Wang , Xingliang Yuan , Yajin Zhou , Qian Wang , Kui Ren

Many of the key enabling technologies of the fifth-generation (5G), such as network slicing, spectrum sharing, and federated learning, rely on a centralized authority. This may lead to pitfalls in terms of security or single point of…

Networking and Internet Architecture · Computer Science 2022-06-23 Shiva Kazemi Taskou , Mehdi Rasti , Pedro H. J. Nardelli