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Federated Learning (FL) is a machine learning paradigm in which many clients cooperatively train a single centralized model while keeping their data private and decentralized. FL is commonly used in edge computing, which involves placing…

With technological advancements and constant changes of Internet, cloud computing has been today's trend. With the lower cost and convenience of cloud computing services, users have increasingly put their Web resources and information in…

网络与互联网体系结构 · 计算机科学 2015-05-13 Po-Huei Liang , Jiann-Min Yang

Federated clustering addresses the critical challenge of extracting patterns from decentralized, unlabeled data. However, it is hampered by the flaw that current approaches are forced to accept a compromise between performance and privacy:…

机器学习 · 计算机科学 2025-11-17 Guanxiong He , Jie Wang , Liaoyuan Tang , Zheng Wang , Rong Wang , Feiping Nie

In this paper, we consider a multi-access coded caching system with decentralized prefetching, where a server hosts $N$ files, each of size $F$ bits, and is connected to $K$ users through a shared link. There are $c$ caches distributed…

信息论 · 计算机科学 2024-06-25 Monolina Dutta , Anoop Thomas , B. Sundar Rajan

Amid accelerated digitalization, not only is the scale of data processing and storage increasing, but so too is the associated infrastructure load on the climate. Current climate models and environmental protocols almost entirely overlook…

物理与社会 · 物理学 2025-07-22 Eldar Knar

While scans of the IPv4 space are ubiquitous, today little is known about scanning activity in the IPv6 Internet. In this work, we present a longitudinal and detailed empirical study on large-scale IPv6 scanning behavior in the Internet,…

网络与互联网体系结构 · 计算机科学 2022-10-20 Philipp Richter , Oliver Gasser , Arthur Berger

Tremendous and extraordinary growths in the field of internet, intranet, extranet and its users have developed an innovative era of great global competition and contention. Denial of service attack by multiple nodes is accomplished of…

密码学与安全 · 计算机科学 2013-04-29 Priyanka Negi , Anupama Mishra , B. B. Gupta

Input data for applications that run in cloud computing centres can be stored at distant repositories, often with multiple copies of the popular data stored at many sites. Locating and retrieving the remote data can be challenging, and we…

Web3 brings an emerging outlook for the value of decentralization, boosting the decentralized infrastructure. People can benefit from Web3, facilitated by the advances in distributed ledger technology, to read, write and own web content,…

网络与互联网体系结构 · 计算机科学 2023-08-08 Hao Xu , Yunqing Sun , Zihao Li , Yao Sun , Lei Zhang , Xiaoshuai Zhang

Edge computing is the practice of placing computing resources at the edges of the Internet in close proximity to devices and information sources. This, much like a cache on a CPU, increases bandwidth and reduces latency for applications but…

分布式、并行与集群计算 · 计算机科学 2017-11-01 Paul Wood , Heng Zhang , Muhammad-Bilal Siddiqui , Saurabh Bagchi

Heightened interest from nation states to perform content censorship make it evermore critical to identify the impact of censorship efforts on the Internet. We undertake a study of Internet architecture, capturing the state of Internet…

网络与互联网体系结构 · 计算机科学 2024-03-01 Joshua Levett , Vassilios Vassilakis , Poonam Yadav

In search of scalable solutions, CDNs are exploring P2P support. However, the benefits of peer assistance can be limited by various obstacle factors such as ISP friendliness - requiring peers to be within the same ISP, bitrate…

网络与互联网体系结构 · 计算机科学 2016-11-18 Dmytro Karamshuk , Nishanth Sastry , Andrew Secker , Jigna Chandaria

This paper examines the potential of the Fediverse, a federated network of social media and content platforms, to counter the centralization and dominance of commercial platforms on the social Web. We gather evidence from the technology…

计算机与社会 · 计算机科学 2024-08-29 Henrique S. Xavier

Decentralized Federated Learning (FL) has attracted significant attention due to its enhanced robustness and scalability compared to its centralized counterpart. It pivots on peer-to-peer communication rather than depending on a central…

分布式、并行与集群计算 · 计算机科学 2023-12-14 Qiongxiu Li , Wenrui Yu , Changlong Ji , Richard Heusdens

The workloads running in the modern data centers of large scale Internet service providers (such as Amazon, Baidu, Facebook, Google, and Microsoft) support billions of users and span globally distributed infrastructure. Yet, the devices…

分布式、并行与集群计算 · 计算机科学 2019-01-14 Justin Meza

The Domain Name System (DNS) is essential for the Internet, giving a mechanism to resolve hostnames into Internet Protocol (IP) addresses. DNS is known as the world's largest distributed database that manages hostnames and Internet…

密码学与安全 · 计算机科学 2021-08-31 Hassnain ul hassan , Rizal Mohd Nor , Md Amiruzzaman , Sharyar Wani , Md. Rajibul Islam

The falling trend in the revenue of traditional telephony services has attracted attention to new IP based services. The IP Multimedia System (IMS) is a key architecture which provides the necessary platform for delivery of new multimedia…

分布式、并行与集群计算 · 计算机科学 2015-09-22 Pascal Potvin , Mahdy Nabaee , Fabrice Labeau , Kim-Khoa Nguyen , Mohamed Cheriet

In the last 15 years, the Internet architecture has continued evolving organically, introducing new headers and protocols to the classic TCP/IP stack. More specifically, we have identified two major trends. First, it is common that most…

网络与互联网体系结构 · 计算机科学 2022-08-11 Jordi Paillisse , Alberto Rodriguez-Natal , Fabio Maino , Albert Cabellos

Cloud has been a computational and storage solution for many data centric organizations. The problem today those organizations are facing from the cloud is in data searching in an efficient manner. A framework is required to distribute the…

分布式、并行与集群计算 · 计算机科学 2014-03-24 Gita Shah , Annappa , K. C. Shet

Targeted attacks against network infrastructure are notoriously difficult to guard against. In the case of communication networks, such attacks can leave users vulnerable to censorship and surveillance, even when cryptography is used. Much…

密码学与安全 · 计算机科学 2017-04-11 Edward L. Platt , Daniel M. Romero