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The traditional cloud-centric approach for Deep Learning (DL) requires training data to be collected and processed at a central server which is often challenging in privacy-sensitive domains like healthcare. Towards this, a new learning…

Cryptography and Security · Computer Science 2021-11-08 Andreas Grafberger , Mohak Chadha , Anshul Jindal , Jianfeng Gu , Michael Gerndt

Motivated by the huge disparity between the limited battery capacity of user devices and the ever-growing energy demands of modern mobile apps, we propose INFv. It is the first offloading system able to cache, migrate and dynamically…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-06-17 Mario Almeida , Liang Wang , Jeremy Blackburn , Konstantina Papagiannaki , Jon Crowcroft

Modern HPC file systems can contain billions of files and hundreds of petabytes of data, making even simple questions increasingly intractable to answer. Traditional file system utilities such as find and du fail to scale to these sizes.…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-14 Haochen Pan , Ryan Chard , Song Young Oh , Maxime Gonthier , Valérie Hayot-Sasson , Geoffrey Lentner , Joe Bottigliero , Rachana Ananthakrishnan , Kyle Chard , Ian Foster

In response to the increasing volume and sensitivity of data, traditional centralized computing models face challenges, such as data security breaches and regulatory hurdles. Federated Computing (FC) addresses these concerns by enabling…

Machine Learning · Computer Science 2024-04-04 René Schwermer , Ruben Mayer , Hans-Arno Jacobsen

The Target infrastructure has been specially built as a storage and compute infrastructure for the information systems derived from Astro-WISE. This infrastructure will be used by several applications that collaborate in the area of…

Instrumentation and Methods for Astrophysics · Physics 2011-10-06 A. N. Belikov , F. Dijkstra , J. A. Gankema , J. B. A. N. van Hoof , R. Koopman

The file system provides the mechanism for online storage and access to file contents, including data and programs. This paper covers the high-level details of file systems, as well as related topics such as the disk cache, the file system…

Operating Systems · Computer Science 2013-12-09 Brijender Kahanwal , Tejinder Pal Singh , Ruchira Bhargava , Girish Pal Singh

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-09-22 Pascal Potvin , Mahdy Nabaee , Fabrice Labeau , Kim-Khoa Nguyen , Mohamed Cheriet

The current Internet routing ecosystem is neither sustainable nor economical. More than 711K IPv4 routes and more than 41K IPv6 routes exist in current global Forwarding Information Base (FIBs) with growth rates increasing. This rapid…

Networking and Internet Architecture · Computer Science 2018-04-23 Garegin Grigoryan , Yaoqing Liu

This chapter presents: (i) a layered peer-to-peer Cloud provisioning architecture; (ii) a summary of the current state-of-the-art in Cloud provisioning with particular emphasis on service discovery and load-balancing; (iii) a classification…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-09-08 Rajiv Ranjan , Liang Zhao , Xiaomin Wu , Anna Liu

The exponential increase of availability of digital data and the necessity to process it in business and scientific fields has literally forced upon us the need to analyze and mine useful knowledge from it. Traditionally data mining has…

Databases · Computer Science 2012-05-16 Rekha Sunny T , Sabu M. Thampi

Cloud computing is a complex infrastructure of software, hardware, processing, and storage that is available as a service. Cloud computing offers immediate access to large numbers of the world's most sophisticated supercomputers and their…

Cryptography and Security · Computer Science 2013-03-07 Sugata Sanyal , Parthasarathy P. Iyer

The construction industry faces significant challenges regarding material waste and sustainable practices, necessitating innovative solutions that integrate automation, traceability, and decentralised decision-making to enable efficient…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-05 Stanly Wilson , Kwabena Adu-Duodu , Yinhao Li , Ringo Sham , Yingli Wang , Ellis Solaiman , Charith Perera , Rajiv Ranjan , Omer Rana

While the Internet was conceived as a decentralized network, the most widely used web applications today tend toward centralization. Control increasingly rests with centralized service providers who, as a consequence, have also amassed…

Computers and Society · Computer Science 2012-02-22 Arvind Narayanan , Vincent Toubiana , Solon Barocas , Helen Nissenbaum , Dan Boneh

Emerging high performance non-volatile memories recall the importance of efficient file system design. To avoid the virtual file system (VFS) and syscall overhead as in these kernel-based file systems, recent works deploy file systems…

Operating Systems · Computer Science 2019-08-29 Youmin Chen , Youyou Lu , Bohong Zhu , Jiwu Shu

Federated Learning (FL) offers a pioneering distributed learning paradigm that enables devices/clients to build a shared global model. This global model is obtained through frequent model transmissions between clients and a central server,…

Machine Learning · Computer Science 2025-09-23 Minghong Wu , Minghui Liwang , Yuhan Su , Li Li , Seyyedali Hosseinalipour , Xianbin Wang , Huaiyu Dai , Zhenzhen Jiao

Federated Learning systems use a centralized server to aggregate model updates. This is a bandwidth and resource-heavy constraint and exposes the system to privacy concerns. We instead implement a peer to peer learning system in which nodes…

Machine Learning · Computer Science 2023-03-14 Ram M Kripa , Andy Zou , Ryan Jia , Kenny Huang

Disaggregated storage systems improve resource utilization and enable independent scaling of storage and compute resources by separating storage resources from computing resources in data centers. NVMe over fabrics (NVMeoF) is a key…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-16 Sungho Moon , Daegyu Han , Hera Koo , Sangeun Chae , Duck-Ho Bae , Euiseong Seo , Beomseok Nam

Cloud computing has high applicability as an Internet based service that relies on sharing computing resources. Cloud computing provides services that are Infrastructure based, Platform based and Software based. The popularity of this…

Machine Learning · Computer Science 2024-02-06 Partha Ghosh , Joy Sharma , Nilesh Pandey

Mobile networks evolve on a regular basis to meet the requirements of a rapidly changing application ecosystem; hence, a future-proof design is key to getting the most out of their lifecycle. In comparison to other access networks, one…

Networking and Internet Architecture · Computer Science 2025-03-18 Chieh-Chun Chen , Chia-Yu Chang , Navid Nikaein

Cloud computing is a new computing paradigm which allows sharing of resources on remote server such as hardware, network, storage using internet and provides the way through which application, computing power, computing infrastructure can…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-08-01 Abu Salim , Rajesh Kumar Tiwari , Sachin Tripathi