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Content Delivery Networks (CDNs) deliver content (e.g. Web pages, videos) to geographically distributed end-users over the Internet. Some contents do sometimes attract the attention of a large group of end-users. This often leads to flash…

网络与互联网体系结构 · 计算机科学 2017-10-16 Narjes Tahghigh Jahromi , Roch H. Glitho , Adel Larabi , Richard Brunner

Federated Learning (FL) typically involves a large-scale, distributed system with individual user devices/servers training models locally and then aggregating their model updates on a trusted central server. Existing systems for FL often…

分布式、并行与集群计算 · 计算机科学 2025-05-20 Shixiong Qi , K. K. Ramakrishnan , Myungjin Lee

The customization of services in Fifth-generation (5G) and Beyond 5G (B5G) networks relies heavily on network slicing, which creates multiple virtual networks on a shared physical infrastructure, tailored to meet specific requirements of…

网络与互联网体系结构 · 计算机科学 2026-01-12 Nguyen Phuc Tran , Oscar Delgado , Brigitte Jaumard

In this paper, we focus on the implementation of distributed programs in using a key-value store where the state of the nodes is stored in a replicated and partitioned data store to improve performance and reliability. Applications of such…

分布式、并行与集群计算 · 计算机科学 2018-11-09 Duong Nguyen , Sandeep S. Kulkarni , Ajoy K. Datta

We present a federated, asynchronous, memory-limited algorithm for online task scheduling across large-scale networks of hundreds of workers. This is achieved through recent advancements in federated edge computing that unlocks the ability…

分布式、并行与集群计算 · 计算机科学 2021-04-29 Andreas Grammenos , Evangelia Kalyvianaki , Peter Pietzuch

With the growing demand for data connectivity, network service providers are faced with the task of reducing their capital and operational expenses while simultaneously improving network performance and addressing the increased demand.…

网络与互联网体系结构 · 计算机科学 2020-06-16 Dimitrios Michael Manias , Hassan Hawilo , Abdallah Shami

With the emergence of network softwarization trend, traditional networking services offered by Internet providers are expected to evolve by fully leveraging new recent technologies like network function virtualization and software defined…

网络与互联网体系结构 · 计算机科学 2022-03-03 Tarik Moufakir , Mohamed Faten Zhani , Abdelouahed Gherbi , Moayad Aloqaily , Nadir Ghrada

In-network caching is one of the fundamental operations of Information-centric networks (ICN). The default caching strategy taken by most of the current ICN proposals is caching along--default--path, which makes popular objects to be cached…

网络与互联网体系结构 · 计算机科学 2015-02-10 Sumanta Saha , Andrey Lukyanenko , Antti Ylä-Jääski

Erasure codes, such as Reed-Solomon (RS) codes, are being increasingly employed in data centers to combat the cost of reliably storing large amounts of data. Although these codes provide optimal storage efficiency, they require…

网络与互联网体系结构 · 计算机科学 2013-09-03 K. V. Rashmi , Nihar B. Shah , Dikang Gu , Hairong Kuang , Dhruba Borthakur , Kannan Ramchandran

Direct-attached accelerators, where application accelerators are directly connected to the datacenter network via a hardware network stack, offer substantial benefits in terms of reduced latency, CPU overhead, and energy use. However, a key…

硬件体系结构 · 计算机科学 2025-07-15 Katie Lim , Matthew Giordano , Theano Stavrinos , Irene Zhang , Jacob Nelson , Baris Kasikci , Tom Anderson

In the continuously evolving cloud computing and network environment, service function chain (SFC) plays a crucial role in implementing complex services in the network with its flexible deployment capabilities. To address the limitations of…

软件工程 · 计算机科学 2025-12-15 Xi Wang , Shuo Shi , Chenyu Wu

Network function virtualization leverages programmable data plane switches to deploy in-network implementable functions, to improve QoS. The memories of switches can be extended through remote direct memory access to access external…

网络与互联网体系结构 · 计算机科学 2024-09-13 Somayeh Kianpisheh , Tarik Taleb

Recent attacks have shown that user data can be recovered from FedSGD updates, thus breaking privacy. However, these attacks are of limited practical relevance as federated learning typically uses the FedAvg algorithm. Compared to FedSGD,…

机器学习 · 计算机科学 2022-11-02 Dimitar I. Dimitrov , Mislav Balunović , Nikola Konstantinov , Martin Vechev

Industry experience indicates that the ability to incrementally expand data centers is essential. However, existing high-bandwidth network designs have rigid structure that interferes with incremental expansion. We present Jellyfish, a…

网络与互联网体系结构 · 计算机科学 2012-04-24 Ankit Singla , Chi-Yao Hong , Lucian Popa , P. Brighten Godfrey

Persistent key value stores are an important component of many distributed data serving solutions with innovations targeted at taking advantage of growing flash speeds. Unfortunately their performance is hampered by the need to maintain and…

分布式、并行与集群计算 · 计算机科学 2017-11-21 Amitabha Roy , Subramanya R. Dulloor

In Multi-access Edge Computing networks, services can be deployed on nearby edge clouds (EC) as service function chains (SFCs) to meet strict quality of service (QoS) requirements. As users move, frequent SFC reconfigurations are required,…

网络与互联网体系结构 · 计算机科学 2026-02-04 Federico Giarrè , Holger Karl

An appealing feature of Network Function Virtualization (NFV) is that in an NFV-based network, a network function (NF) instance may be placed at any node. On the one hand this offers great flexibility in allocation of redundant instances,…

网络与互联网体系结构 · 计算机科学 2022-02-22 Yordanos Tibebu Woldeyohannes , Besmir Tola , Yuming Jiang , K. K. Ramakrishnan

In this paper, we focus on the problems of traffic engineering, failure recovery, fault prevention, and Service Function Chain (SFC) with reliability and energy consumption constraints in Software Defined Networks (SDN). These types of…

分布式、并行与集群计算 · 计算机科学 2018-07-03 Mohammad M. Tajiki , Mohammad Shojafar , Behzad Akbari , Stefano Salsano , Mauro Conti , Mukesh Singhal

In many retrieval systems the original high dimensional data (e.g., images) is mapped to a lower dimensional feature through a learned embedding model. The task of retrieving the most similar data from a gallery set to a given query data is…

计算机视觉与模式识别 · 计算机科学 2023-03-09 Florian Jaeckle , Fartash Faghri , Ali Farhadi , Oncel Tuzel , Hadi Pouransari

Neuromorphic computing and spiking neural networks (SNNs) are gaining traction across various artificial intelligence (AI) tasks thanks to their potential for efficient energy usage and faster computation speed. This comparative advantage…

神经与进化计算 · 计算机科学 2024-12-11 Theofilos Spyrou , Said Hamdioui , Haralampos-G. Stratigopoulos