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Industrial Internet of Things (IIoT) applications can benefit from leveraging edge computing. For example, applications underpinned by deep neural networks (DNN) models can be sliced and distributed across the IIoT device and the edge of…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-06 Hyunho Ahn , Munkyu Lee , Cheol-Ho Hong , Blesson Varghese

Modern applications are end-to-end encrypted to prevent data from being read or secretly modified. 5G tech nology provides ubiquitous access to these applications without compromising the application-specific performance and latency goals.…

Networking and Internet Architecture · Computer Science 2024-07-23 Md Ruman Islam , Raja Hasnain Anwar , Spyridon Mastorakis , Muhammad Taqi Raza

A considerable amount of research and engineering went into designing proxy applications, which represent common high-performance computing workloads, to co-design and evaluate the current generation of supercomputers, e.g., RIKEN's…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-04-18 Satoshi Matsuoka , Jens Domke , Mohamed Wahib , Aleksandr Drozd , Ray Bair , Andrew A. Chien , Jeffrey S. Vetter , John Shalf

Mobile data traffic (cellular + WiFi) will exceed PC Internet traffic by 2020. As the number of smartphone users and the amount of data transferred per smartphone grow exponentially, limited battery power is becoming an increasingly…

Networking and Internet Architecture · Computer Science 2018-05-23 Kemal Guner , MD S Q Zulkar Nine , Tevfik Kosar , Fatih Bulut

In order to scale web or other services, the load on single instances of the respective service has to be balanced. Many services are stateful such that packets belonging to the same connection must be delivered to the same instance. This…

Networking and Internet Architecture · Computer Science 2019-02-12 Raphael Durner , Amir Varasteh , Max Stephan , Carmen Mas Machuca , Wolfgang Kellerer

Wireless low-power transceivers used in sensor networks such as IEEE 802.15.4 typically operate in unlicensed frequency bands that are subject to external interference from devices transmitting at much higher power. Communication protocols…

Networking and Internet Architecture · Computer Science 2012-02-23 Carlo Alberto Boano , Kay Römer , Marco Antonio Zúñiga , Thiemo Voigt

Today's datacenters face important challenges for providing low-latency high-quality interactive services to meet user's expectation. For improving the application throughput, recent research works have embedded application deadline…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-02-04 Ming-Hung Chen , Shi-Chen Wang , Cheng-Fu Chou

Advances in networks, accelerators, and cloud services encourage programmers to reconsider where to compute -- such as when fast networks make it cost-effective to compute on remote accelerators despite added latency. Workflow and…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-31 J. Gregory Pauloski , Valerie Hayot-Sasson , Logan Ward , Nathaniel Hudson , Charlie Sabino , Matt Baughman , Kyle Chard , Ian Foster

FPGA accelerators on the NIC enable the offloading of expensive packet processing tasks from the CPU. However, FPGAs have limited resources that may need to be shared among diverse applications, and programming them is difficult. We present…

The problem of minimizing the total power consumption while satisfying different quality-of-service (QoS) requirements in a two-hop multiple-input multiple-output network with a single non-regenerative relay is considered. As shown by Y.…

Information Theory · Computer Science 2013-03-13 Luca Sanguinetti , Antonio A. D'Amico

Message passing neural networks (MPNNs) have been shown to suffer from the phenomenon of over-squashing that causes poor performance for tasks relying on long-range interactions. This can be largely attributed to message passing only…

Machine Learning · Computer Science 2023-05-19 Benjamin Gutteridge , Xiaowen Dong , Michael Bronstein , Francesco Di Giovanni

Two-phase I/O is a well-known strategy for implementing collective MPI-IO functions. It redistributes I/O requests among the calling processes into a form that minimizes the file access costs. As modern parallel computers continue to grow…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-23 Qiao Kang , Sunwoo Lee , Kai-yuan Hou , Robert Ross , Ankit Agrawal , Alok Choudhary , Wei-keng Liao

Conventional wisdom holds that an efficient interface between an OS running on a CPU and a high-bandwidth I/O device should use Direct Memory Access (DMA) to offload data transfer, descriptor rings for buffering and queuing, and interrupts…

Hardware Architecture · Computer Science 2025-04-25 Anastasiia Ruzhanskaia , Pengcheng Xu , David Cock , Timothy Roscoe

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

Traditional executable delivery models pose challenges for IoT devices with limited storage, necessitating the download of complete executables and dependencies. Network solutions like NFS, designed for data files, encounter high IO…

Networking and Internet Architecture · Computer Science 2023-12-11 Jun Lu , Zhenya Ma , Yinggang Gao , Ju Ren , Yaoxue Zhang

IP networking deals with end-to-end communication where the network layer routing protocols maintain the reachability from one address to another. However, challenging environments, such as mobile ad-hoc networks or MANETs, lead to frequent…

Networking and Internet Architecture · Computer Science 2021-05-18 Md Ashiqur Rahman , Beichuan Zhang

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

Regarding to the smart city infrastructures, there is a demand for big data processing and its further usage. This data can be gained by various means. There are many IoT devices in the city, which can communicate and share the information…

Computers and Society · Computer Science 2023-01-24 Zuzana Špitálová , Oliver Leontiev , Patrik Harmaňoš

In this paper we show that the data plane of commodity programmable (Network Interface Cards) NICs can run neural network inference tasks required by packet monitoring applications, with low overhead. This is particularly important as the…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-09-08 Giuseppe Siracusano , Salvator Galea , Davide Sanvito , Mohammad Malekzadeh , Hamed Haddadi , Gianni Antichi , Roberto Bifulco

In this paper, we investigate the Domain Name System (DNS) over QUIC (DoQ) and propose a non-disruptive extension, which can greatly reduce DoQ's resource consumption. This extension can benefit all DNS clients - especially Internet of…

Networking and Internet Architecture · Computer Science 2025-07-10 Darius Saif , Ashraf Matrawy