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The increasing prominence of AI necessitates the deployment of inference platforms for efficient and effective management of AI pipelines and compute resources. As these pipelines grow in complexity, the demand for distributed serving rises…

Networking and Internet Architecture · Computer Science 2025-02-25 Mike Wong , Ulysses Butler , Emma Farkash , Praveen Tammana , Anirudh Sivaraman , Ravi Netravali

New hardware, such as SmartNICs, has been released to offload network applications in data centers. Off-path SmartNICs, a type of multi-core SoC SmartNICs, have attracted the attention of many researchers. Unfortunatelly, they lack the…

Networking and Internet Architecture · Computer Science 2023-01-18 Shangyi Sun , Chunpu Huang , Rui Zhang , Lulu Chen , Yukai Huang , Ming Yan , Jie Wu

With CPU scaling slowing down in today's data centers, more functionalities are being offloaded from the CPU to auxiliary devices. One such device is the SmartNIC, which is being increasingly adopted in data centers. In today's cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-12-26 Yizhou Shan , Will Lin , Ryan Kosta , Arvind Krishnamurthy , Yiying Zhang

High-performance computing (HPC) researchers have long envisioned scenarios where application workflows could be improved through the use of programmable processing elements embedded in the network fabric. Recently, vendors have introduced…

Networking and Internet Architecture · Computer Science 2021-05-17 Jianshen Liu , Carlos Maltzahn , Craig Ulmer , Matthew Leon Curry

Many distributed applications implement complex data flows and need a flexible mechanism for routing data between producers and consumers. Recent advances in programmable network interface cards, or SmartNICs, represent an opportunity to…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-10-14 Jianshen Liu , Carlos Maltzahn , Matthew L. Curry , Craig Ulmer

Modern networks run "middleboxes" that offer services ranging from network address translation and server load balancing to firewalls, encryption, and compression. In an industry trend known as Network Functions Virtualization (NFV), these…

Data Structures and Algorithms · Computer Science 2018-02-27 Moses Charikar , Yonatan Naamad , Jennifer Rexford , X. Kelvin Zou

Network Interface Cards (NICs) greatly evolved from simple basic devices moving traffic in and out of the network to complex heterogeneous systems offloading host CPUs from performing complex tasks on in-transit packets. These latter…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-01 Alberto Scionti , Paolo Savio , Francesco Lubrano , Federico Stirano , Antonino Nespola , Olivier Terzo , Corrado De Sio , Luca Sterpone

The advent of Programmable Data Planes represents an outstanding evolution and complete revolution of the Software- Defined Networking paradigm. The capacity to define the entire behavior of forwarding devices by controlling the packet…

Networking and Internet Architecture · Computer Science 2021-06-02 Sergio Armando Gutiérrez , John Willian Branch , Luciano Paschoal Gaspary , Juan Felipe Botero

Host CPU resources are heavily consumed by TCP stack processing, limiting scalability in data centers. Existing offload methods typically address only partial functionality or lack flexibility. This paper introduces PnO (Plug & Offload), an…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-01 Hailong Nan , Zhe Zhou , Min Yang

SmartNICs have been increasingly utilized across various applications to offload specific computational tasks, thereby enhancing overall system performance. However, this offloading process introduces several communication challenges that…

Networking and Internet Architecture · Computer Science 2025-07-08 Mohammed Zain Farooqi , Masoud Hemmatpour , Tore Heide Larsen

As multimodal and AI-driven services exchange hundreds of megabytes per request, existing IPC runtimes spend a growing share of CPU cycles on memory copies. Although both hardware and software mechanisms are exploring memory offloading,…

Operating Systems · Computer Science 2026-01-13 Misun Park , Richi Dubey , Yifan Yuan , Nam Sung Kim , Ada Gavrilovska

The end of Moore's Law and Dennard Scaling has slowed processor improvements in the past decade. While multi-core processors have improved performance, they are limited by the application's level of parallelism, as prescribed by Amdahl's…

Networking and Internet Architecture · Computer Science 2024-10-24 Elie Kfoury , Samia Choueiri , Ali Mazloum , Ali AlSabeh , Jose Gomez , Jorge Crichigno

When IP-packet processing is unconditionally carried out on behalf of an operating system kernel thread, processing systems can experience overload in high incoming traffic scenarios. This is especially worrying for embedded real-time…

Networking and Internet Architecture · Computer Science 2022-04-20 Christoph Blumschein , Ilja Behnke , Lauritz Thamsen , Odej Kao

The successful OpenFlow approach to Software Defined Networking (SDN) allows network programmability through a central controller able to orchestrate a set of dumb switches. However, the simple match/action abstraction of OpenFlow switches…

Networking and Internet Architecture · Computer Science 2015-09-01 Carmelo Cascone , Luca Pollini , Davide Sanvito , Antonio Capone

OpenFlow is a protocol implementing Software Defined Networking, a new networking paradigm, which segregates packet forwarding and accounting (performed on switches) from the routing decisions and advanced protocols (executed on a central…

Networking and Internet Architecture · Computer Science 2016-12-06 Luiza Nacshon , Rami Puzis , Polina Zilberman

Recently SmartNICs are widely used to accelerate service chains in NFV. However, when the SmartNIC is overloaded, casually migrating vNFs away from SmartNIC to CPU may lead to additional packet transmissions between SmartNIC and CPU. To…

Networking and Internet Architecture · Computer Science 2018-06-27 Zili Meng , Jun Bi , Chen Sun , Shuhe Wang , Minhu Wang , Hongxin Hu

Internet is growing at a fast pace. The link speeds are surging toward 40 Gbps with the emergence of faster link technologies. New applications are coming up which require intelligent processing at the intermediate routers. Switches and…

Networking and Internet Architecture · Computer Science 2007-05-23 Pradipta De

The emergence of new, off-path smart network cards (SmartNICs), known generally as Data Processing Units (DPU), has opened a wide range of research opportunities. Of particular interest is the use of these and related devices in tandem with…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-04 Nathan Tibbetts , Sifat Ibtisum , Satish Puri

Network traffic monitoring using IP flows is used to handle the current challenge of analyzing encrypted network communication. Nevertheless, the packet aggregation into flow records naturally causes information loss; therefore, this paper…

Machine Learning · Computer Science 2023-07-26 Josef Koumar , Karel Hynek , Tomáš Čejka

The detection of network flows that send excessive amounts of traffic is of increasing importance to enforce QoS and to counter DDoS attacks. Large-flow detection has been previously explored, but the proposed approaches can be used on…

Networking and Internet Architecture · Computer Science 2018-07-17 Hao Wu , Hsu-Chun Hsiao , Daniele E. Asoni , Simon Scherrer , Adrian Perrig , Yih-Chun Hu
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