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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

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

As the gap between network and CPU speeds rapidly increases, the CPU-centric network stack proves inadequate due to excessive CPU and memory overhead. While hardware-offloaded network stacks alleviate these issues, they suffer from limited…

Networking and Internet Architecture · Computer Science 2025-04-28 Xuzheng Chen , Jie Zhang , Baolin Zhu , Xueying Zhu , Zhongqing Chen , Shu Ma , Lingjun Zhu , Chao Shi , Yin Zhang , Zeke Wang

SmartNIC Data Processing Units (DPUs) offer a promising solution for saving high-end CPU resources by offloading tasks to programmable cores near the network interface. In this work, we explore the feasibility of SmartNIC DPUs in supporting…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-25 Jacob Wahlgren , Andong Hu , Roger Pearce , Maya Gokhale , Ivy Peng

Network speeds grow quickly in the modern cloud, so SmartNICs are introduced to offload network processing tasks, even application logic. However, typical multicore SmartNICs such as BlueFiled-2 are only capable of processing control-plane…

Networking and Internet Architecture · Computer Science 2024-09-10 Xuzheng Chen , Jie Zhang , Ting Fu , Yifan Shen , Shu Ma , Kun Qian , Lingjun Zhu , Chao Shi , Yin Zhang , Ming Liu , Zeke Wang

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

Remote in-memory key-value (KV) stores serve as a cornerstone for diverse modern workloads, and high-speed range scans are frequently a requirement. However, current architectures rarely achieve a simultaneous balance of peak efficiency,…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-13 Frederic Schimmelpfennig , Jan Sass , Reza Salkhordeh , Martin Kröning , Stefan Lankes , André Brinkmann

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

Although modern, AI-centric datacenters heavily rely on SmartNICs, existing devices impose a hard trade-off. Commercial SmartNICs provide high bandwidth and easy software integration, but offer limited support for customization and data…

Hardware Architecture · Computer Science 2026-04-17 Benjamin Ramhorst , Maximilian Jakob Heer , Luhao Liu , Heejae Kim , Jonas Dann , Jin-Soo Kim , Gustavo Alonso

Pervasive encryption makes large-scale labeling infeasible for traffic analysis, while security operations demand edge analysis to avert service degradation and further vulnerabilities. These pressures have produced two disjoint research…

Networking and Internet Architecture · Computer Science 2026-05-11 Chungang Lin , Xuying Meng , Tianyu Zuo , Weiyao Zhang , Meng Shen , Ruijie Zhao , Guanming Che , Ruiqi Meng , Ziyue Huang , Haitong Luo , Zhiwei Xu , Yujun Zhang

This work evaluates the benefits of using a "smart" network interface card (SmartNIC) as a compute accelerator for the example of the MiniMD molecular dynamics proxy application. The accelerator is NVIDIA's BlueField-2 card, which includes…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-04-13 Sara Karamati , Clayton Hughes , K. Scott Hemmert , Ryan E. Grant , W. Whit Schonbein , Scott Levy , Thomas M. Conte , Jeffrey Young , Richard W. Vuduc

Network function (NF) offloading on SmartNICs has been widely used in modern data centers, offering benefits in host resource saving and programmability. Co-running NFs on the same SmartNICs can cause performance interference due to…

Networking and Internet Architecture · Computer Science 2025-02-11 Shaofeng Wu , Qiang Su , Zhixiong Niu , Hong Xu

The exponential growth of data traffic and the increasing complexity of networked applications demand effective solutions capable of passively inspecting and analysing the network traffic for monitoring and security purposes. Implementing…

Networking and Internet Architecture · Computer Science 2024-07-24 Luca Deri , Alfredo Cardigliano , Francesco Fusco

Disaggregated memory breaks the boundary of monolithic servers to enable memory provisioning on demand. Using network-attached memory to provide memory expansion for memory-intensive applications on compute nodes can improve the overall…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-04 Jacob Wahlgren , Gabin Schieffer , Maya Gokhale , Roger Pearce , Ivy Peng

Today's data centers consist of thousands of network-connected hosts, each with CPUs and accelerators such as GPUs and FPGAs. These hosts also contain network interface cards (NICs), operating at speeds of 100Gb/s or higher, that are used…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-12-12 Guanwen Zhong , Aditya Kolekar , Burin Amornpaisannon , Inho Choi , Haris Javaid , Mario Baldi

Load balancers are pervasively used inside today's clouds to scalably distribute network requests across data center servers. Given the extensive use of load balancers and their associated operating costs, several efforts have focused on…

Networking and Internet Architecture · Computer Science 2024-03-19 Tianyi Cui , Chenxingyu Zhao , Wei Zhang , Kaiyuan Zhang , Arvind Krishnamurthy

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

Wireless Network-on-Chip (WNoC) appears as a promising alternative to conventional interconnect fabrics for chip-scale communications. WNoC takes advantage of an overlaid network composed by a set of millimeter-wave antennas to reduce…

Emerging Technologies · Computer Science 2018-09-05 Xavier Timoneda , Albert Cabellos-Aparicio , Dionysios Manessis , Eduard Alarcón , Sergi Abadal

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

With the advent of programmable network hardware, more and more functionality can be moved from software running on general purpose CPUs to the NIC. Early NICs only allowed offloading fixed functions like checksum computation. Recent NICs…

Networking and Internet Architecture · Computer Science 2025-09-29 Max Schrötter , Sten Heimbrodt , Bettina Schnor
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