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Related papers: Expander Datacenters: From Theory to Practice

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Due to the emergence of new paradigms and services such as 5G/6G, IoT, and more, current deployed wired Data Center Networks (DCNs) are not meeting the required performance metrics due to their limited reconfigurability, scalability, and…

Networking and Internet Architecture · Computer Science 2022-03-22 Abrar S. Alhazmi , Sanaa H. Mohamed , T. E. H. El-Gorashi , Jaafar M. H. Elmirghani

To fulfill the low latency requirements of today's applications, deployment of RDMA in datacenters has become prevalent over the recent years. However, the in-order delivery requirement of RDMAs prevents them from leveraging powerful…

Networking and Internet Architecture · Computer Science 2024-12-12 Sana Mahmood , Jinqi Lu , Soudeh Ghorbani

The peculiar congestion patterns in data centers are caused by the bursty and composite nature of traffic, the small bandwidth-delay product, and the tiny switch buffers. It is not practical to modify TCP to adapt to data centers,…

Networking and Internet Architecture · Computer Science 2024-01-11 Ahmed M. Abdelmoniem , Brahim Bensaou

Cloud computing has become an important means to speed up computing. One problem influencing heavily the performance of such systems is the choice of nodes as servers responsible for executing the users' tasks. In this article we report how…

The increasing gap between the growth of datacenter traffic volume and the capacity of electrical switches led to the emergence of reconfigurable datacenter network designs based on optical circuit switching. A multitude of research works,…

Networking and Internet Architecture · Computer Science 2024-06-03 Vamsi Addanki , Chen Avin , Stefan Schmid

Topology optimization enables the design of highly efficient and complex structures, but conventional iterative methods, such as SIMP-based approaches, often suffer from high computational costs and sensitivity to initial conditions.…

Computational Engineering, Finance, and Science · Computer Science 2025-09-18 Aaron Lutheran , Srijan Das , Alireza Tabarraei

With the increasing popularity of Internet-based services and applications, power efficiency is becoming a major concern for data center operators, as high electricity consumption not only increases greenhouse gas emissions, but also…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-03-19 Dmytro Dyachuk , Michele Mazzucco

The radical advances in mobile computing, the IoT technological evolution along with cyberphysical components (e.g., sensors, actuators, control centers) have led to the development of smart city applications that generate raw or…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-25 Dimitrios Tomaras , Michail Tsenos , Vana Kalogeraki , Dimitrios Gunopulos

Obtaining optimal data transfer performance is of utmost importance to today's data-intensive distributed applications and wide-area data replication services. Doing so necessitates effectively utilizing available network bandwidth and…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-08-21 Engin Arslan , Tevfik Kosar

Applications that run in large-scale data center networks (DCNs) rely on the DCN's ability to deliver application requests in a performant manner. DCNs expose a complex design and operational space, and network designers and operators care…

Networking and Internet Architecture · Computer Science 2024-11-12 Brian Chang , Jeffrey C. Mogul , Rui Wang , Mingyang Zhang , Aditya Akella

Relevance of research on telecommunications networks is predicated upon the implementations which it explicitly claims or implicitly subsumes. This paper supports researchers through a survey of Communications Service Providers current…

Networking and Internet Architecture · Computer Science 2023-12-04 Etienne-Victor Depasquale , Mark Tinka , Saviour Zammit , Franco Davoli

Transformer models have emerged as potent solutions to a wide array of multidisciplinary challenges. The deployment of Transformer architectures is significantly hindered by their extensive computational and memory requirements,…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-03 Zhengxian Lu , Fangyu Wang , Zhiwei Xu , Fei Yang , Tao Li

Serverless computing has attracted a broad range of applications due to its ease of use and resource elasticity. However, developing serverless applications often poses a dilemma -- relying on general-purpose serverless platforms can fall…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-17 Minchen Yu , Yinghao Ren , Jiamu Zhao , Jiaqi Li

In the last few decades, data center architecture evolved from the traditional client-server to access-aggregation-core architectures. Recently there is a new shift in the data center architecture due to the increasing need for low latency…

Networking and Internet Architecture · Computer Science 2020-09-21 Mujahid Sultan , Dodi Imbuido , Kam Patel , James MacDonald , Kumar Ratnam

Scale-out workloads like media streaming or Web search serve millions of users and operate on a massive amount of data, and hence, require enormous computational power. As the number of users is increasing and the size of data is expanding,…

Hardware Architecture · Computer Science 2018-08-16 Pouya Esmaili-Dokht , Mohammad Bakhshalipour , Behnam Khodabandeloo , Pejman Lotfi-Kamran , Hamid Sarbazi-Azad

Workload forecasting is pivotal in cloud service applications, such as auto-scaling and scheduling, with profound implications for operational efficiency. Although Transformer-based forecasting models have demonstrated remarkable success in…

Machine Learning · Computer Science 2025-07-18 Jiadong Chen , Hengyu Ye , Fuxin Jiang , Xiao He , Tieying Zhang , Jianjun Chen , Xiaofeng Gao

Deep network architectures struggle to continually learn new tasks without forgetting the previous tasks. A recent trend indicates that dynamic architectures based on an expansion of the parameters can reduce catastrophic forgetting…

Computer Vision and Pattern Recognition · Computer Science 2022-08-09 Arthur Douillard , Alexandre Ramé , Guillaume Couairon , Matthieu Cord

We introduce a high-performance cost-effective network topology called Slim Fly that approaches the theoretically optimal network diameter. Slim Fly is based on graphs that approximate the solution to the degree-diameter problem. We analyze…

Networking and Internet Architecture · Computer Science 2020-07-01 Maciej Besta , Torsten Hoefler

We propose an aggressive computational sprinting variant for data center environments. While most of previous work on computational sprinting focuses on maximizing the sprinting process while ensuring non-faulty conditions, we take…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-04-19 Daniel Porto , João Loff , Rui Duarte , Luis Ceze , Rodrigo Rodrigues

Stream processing has become a critical component in the architecture of modern applications. With the exponential growth of data generation from sources such as the Internet of Things, business intelligence, and telecommunications,…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-27 Dominik Scheinert , Fabian Casares , Morgan K. Geldenhuys , Kevin Styp-Rekowski , Odej Kao