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Federated learning (FL) is an emerging promising paradigm of privacy-preserving machine learning (ML). An important type of FL is cross-silo FL, which enables a small scale of organizations to cooperatively train a shared model by keeping…

机器学习 · 计算机科学 2022-08-02 Jialiang Han , Yudong Han , Gang Huang , Yun Ma

Using smartphones for peer-to-peer communication over the Internet is difficult without the aid of centralized services. These centralized services, which usually reside in the cloud, are necessary for brokering communication between peers,…

网络与互联网体系结构 · 计算机科学 2020-06-29 Jo Inge Arnes , Randi Karlsen

The placement of Cloud-Native Network Functions across the Cloud-Continuum represents a core challenge in the orchestration of current 5G and future 6G networks. The process entails the implementation of interdependent computing tasks,…

机器学习 · 计算机科学 2026-03-05 Álvaro Vázquez Rodríguez , Manuel Fernández-Veiga , Carlos Giraldo-Rodríguez

A file system optimization is the most common task in the file system field. Usually, it is seen as the key file system problem. Moreover, it is possible to state that optimization is dominant in commercial development. A problem of a new…

分布式、并行与集群计算 · 计算机科学 2019-04-09 Viacheslav Dubeyko

Web caches, content distribution networks, peer-to-peer file sharing networks, distributed file systems, and data grids all have in common that they involve a community of users who generate requests for shared data. In each case, overall…

分布式、并行与集群计算 · 计算机科学 2007-05-23 Adriana Iamnitchi , Matei Ripeanu , Ian Foster

Fifty years after the Apollo program, space exploration has recently been regaining popularity thanks to missions with high media coverage. Future space exploration and space station missions will require specific networks to interconnect…

网络与互联网体系结构 · 计算机科学 2018-10-03 Ahmad Alhilal , Tristan Braud , Pan Hui

Federated learning (FL) has sparked extensive interest in exploiting the private data on clients' local devices. However, the parameter server setting of FL not only has high bandwidth requirements, but also poses data privacy issues and a…

密码学与安全 · 计算机科学 2022-07-07 Qian Chen , Zilong Wang , Yilin Zhou , Jiawei Chen , Dan Xiao , Xiaodong Lin

Network measurements are an important tool in understanding the Internet. Due to the expanse of the IPv6 address space, exhaustive scans as in IPv4 are not possible for IPv6. In recent years, several studies have proposed the use of target…

网络与互联网体系结构 · 计算机科学 2018-10-01 Oliver Gasser , Quirin Scheitle , Pawel Foremski , Qasim Lone , Maciej Korczynski , Stephen D. Strowes , Luuk Hendriks , Georg Carle

Although social networking has become a remarkable feature in the Web, full interoperability has not arrived. This work explores the main 5 paradigms of interoperability across social networking sites, corresponding to the layers in which…

社会与信息网络 · 计算机科学 2018-05-18 Antonio Tapiador , Samer Hassan

Anycast routing is an IP solution that allows packets to be routed to the topologically nearest server. Over the last years it has been commonly adopted to manage some services running on top of UDP, e.g., public DNS resolvers, multicast…

网络与互联网体系结构 · 计算机科学 2021-03-15 Danilo Cicalese , Danilo Giordano , Alessandro Finamore , Marco Mellia , Maurizio Munafò , Dario Rossi , Diana Joumblatt

In IPFS content identifiers are constructed based on the item's data therefore the binding between an item's identifier and its data can be deterministically verified. Nevertheless, once an item is modified, its identifier also changes.…

密码学与安全 · 计算机科学 2021-05-19 Nikos Fotiou , Vasilios A. Siris , George C. Polyzos

Monitoring is an essential aspect of maintaining and developing computer systems that increases in difficulty proportional to the size of the system. The need for robust monitoring tools has become more evident with the advent of cloud…

分布式、并行与集群计算 · 计算机科学 2013-06-03 Jonathan Stuart Ward , Adam Barker

File synchronization services such as Dropbox, Google Drive, Microsoft OneDrive, Apple iCloud, etc., are becoming increasingly popular in today's always-connected world. A popular alternative to the aforementioned services is BitTorrent…

密码学与安全 · 计算机科学 2014-10-01 Mark Scanlon , Jason Farina , Nhien An Le Khac , Tahar Kechadi

Coded caching is a promising technique to create coded multicast opportunities for cache-aided networks. By splitting each file into $F$ equal packets (i.e., the subpacketization level $F$) and letting each user cache a set of packets, the…

信息论 · 计算机科学 2025-10-28 Minquan Cheng , Yifei Huang , Youlong Wu , Jinyan Wang

The proliferation of unreliable and biased information is a significant problem on the Internet. To assess the credibility of the information retrieved from news websites and other sources, users often resort to social platforms looking for…

密码学与安全 · 计算机科学 2019-12-10 João Santos , Nuno Santos , David Dias

Decentralized coded caching is studied for a content server with $N$ files, each of size $F$ bits, serving $K$ active users, each equipped with a cache of distinct capacity. It is assumed that the users' caches are filled in advance during…

信息论 · 计算机科学 2016-10-13 Mohammad Mohammadi Amiri , Qianqian Yang , Deniz Gündüz

End-users are concerned about protecting the privacy of their sensitive personal data that are generated while working on information systems. This extends to both the data they actively provide including personal identification in exchange…

密码学与安全 · 计算机科学 2023-06-21 Pratyush Dikshit , Jayasree Sengupta , Vaibhav Bajpai

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

Increasing amounts of data from varied sources, particularly in the fields of machine learning and graph analytics, are causing storage requirements to grow rapidly. A variety of technologies exist for storing and sharing these data,…

Federated learning systems increasingly rely on diverse network topologies to address scalability and organizational constraints. While existing privacy research focuses on gradient-based attacks, the privacy implications of network…

密码学与安全 · 计算机科学 2025-06-25 Murtaza Rangwala , Richard O. Sinnott , Rajkumar Buyya
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