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Related papers: Wave: Offloading Resource Management to SmartNIC C…

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The datacenter industry is converging on SmartNIC-based resource management. Wave (Humphries et al., ASPLOS '25) demonstrates the practical feasibility of offloading kernel thread scheduling, memory management, and RPC stacks to the ARM…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-17 Paul Borrill

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

SmartNICs are touted as an attractive substrate for network application offloading, offering benefits in programmability, host resource saving, and energy efficiency. The current usage restricts offloading to local hosts and confines…

Networking and Internet Architecture · Computer Science 2024-08-01 Qiang Su , Shaofeng Wu , Zhixiong Niu , Ran Shu , Peng Cheng , Yongqiang Xiong , Zaoxing Liu , Hong Xu

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

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

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

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

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

There is a growing interest in serverless compute, a cloud computing model that automates infrastructure resource-allocation and management while billing customers only for the resources they use. Workloads like stream processing benefit…

Networking and Internet Architecture · Computer Science 2019-09-27 Sean Choi , Muhammad Shahbaz , Balaji Prabhakar , Mendel Rosenblum

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

With the growing performance requirements on networked applications, there is a new trend of offloading stateful network applications to SmartNICs to improve performance and reduce the total cost of ownership. However, offloading stateful…

Networking and Internet Architecture · Computer Science 2024-10-30 Shaoke Xi , Jiaqi Gao , Mengqi Liu , Jiamin Cao , Fuliang Li , Kai Bu , Kui Ren , Minlan Yu , Dennis Cai , Ennan Zhai

Neuroimaging open-data initiatives have led to increased availability of large scientific datasets. While these datasets are shifting the processing bottleneck from compute-intensive to data-intensive, current standardized analysis tools…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-04-18 Valérie Hayot-Sasson , Tristan Glatard

Freshness-aware computation offloading has garnered great attention recently in the edge computing arena, with the aim of promptly obtaining up-to-date information and minimizing the transmission of outdated data. However, most of the…

Networking and Internet Architecture · Computer Science 2024-01-24 Nan Qiao , Sheng Yue , Yongmin Zhang , Ju Ren

Today's Cloud applications are dominated by composite applications comprising multiple computing and data components with strong communication correlations among them. Although Cloud providers are deploying large number of computing and…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-06-20 Md Hasanul Ferdaus , Manzur Murshed , Rodrigo N. Calheiros , Rajkumar Buyya

High-performance clusters and datacenters pose increasingly demanding requirements on storage systems. If these systems do not operate at scale, applications are doomed to become I/O bound and waste compute cycles. To accelerate the data…

Networking and Internet Architecture · Computer Science 2022-06-22 Salvatore Di Girolamo , Daniele De Sensi , Konstantin Taranov , Milos Malesevic , Maciej Besta , Timo Schneider , Severin Kistler , Torsten Hoefler

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

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

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

To enhance resource utilization and address interference issues in ultra-dense networks with mobile edge computing (MEC), a resource utilization approach is first introduced, which integrates orthogonal frequency division multiple access…

Information Theory · Computer Science 2024-10-17 Tianqing Zhou , Kangle Liu , Dong Qin , Xuan Li , Nan Jiang , Chunguo Li
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