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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

The federated learning (FL) technique was developed to mitigate data privacy issues in the traditional machine learning paradigm. While FL ensures that a user's data always remain with the user, the gradients are shared with the centralized…

Artificial Intelligence · Computer Science 2024-10-08 Yogachandran Rahulamathavan , Charuka Herath , Xiaolan Liu , Sangarapillai Lambotharan , Carsten Maple

Research challenges such as climate change and the search for habitable planets increasingly use academic and commercial computing resources distributed across different institutions and physical sites. Furthermore, such analyses often…

Cryptography and Security · Computer Science 2023-05-16 Richard Cardone , Smruti Padhy , Steven Black , Sean Cleveland , Joe Stubbs

Serverless computing has grown in popularity in recent years, with an increasing number of applications being built on Functions-as-a-Service (FaaS) platforms. By default, FaaS platforms support retry-based fault tolerance, but this is…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-03-16 Vikram Sreekanti , Chenggang Wu , Saurav Chhatrapati , Joseph E. Gonzalez , Joseph M. Hellerstein , Jose M. Faleiro

This paper presents a condensed system architecture for a file transfer solution that leverages post quantum cryptography and blockchain to secure data against quantum threats. The architecture integrates NIST standardized algorithms…

Cryptography and Security · Computer Science 2025-04-11 Ernesto Sola-Thomas , Masudul H Imtiaz

In recent months there has been an increase in the popularity and public awareness of secure, cloudless file transfer systems. The aim of these services is to facilitate the secure transfer of files in a peer-to- peer (P2P) fashion over the…

Cryptography and Security · Computer Science 2015-10-05 Jason Farina , Mark Scanlon , Stephen Kohlmann , Nhien-An Le Khac , M-Tahar Kechadi

Virtualization, either at OS- or hardware level, plays an important role in cloud computing. It enables easier automation and faster deployment in distributed environments. While virtualized infrastructures provide a level of management…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-17 Mina Sedaghat , Pontus Sköldström , Daniel Turull , Vinay Yadhav , Joacim Halén , Madhubala Ganesan , Amardeep Mehta , Wolfgang John

In this paper we propose a data dissemination platform that supports data security and different privacy levels even when the platform and the data are hosted by untrusted infrastructures. The proposed system aims at enabling an application…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-03-05 Lilia Sampaio , Fábio Silva , Amanda Souza , Andrey Brito , Pascal Felber

Strong confidentiality, integrity, user control, reliability and performance are critical requirements in privacy-sensitive applications. Such applications would benefit from a data storage and sharing infrastructure that provides these…

Cryptography and Security · Computer Science 2024-03-26 Arastoo Bozorgi , Mahya Soleimani Jadidi , Jonathan Anderson

This paper introduces XFL, an industrial-grade federated learning project. XFL supports training AI models collaboratively on multiple devices, while utilizes homomorphic encryption, differential privacy, secure multi-party computation and…

Machine Learning · Computer Science 2023-02-13 Hong Wang , Yuanzhi Zhou , Chi Zhang , Chen Peng , Mingxia Huang , Yi Liu , Lintao Zhang

The necessity for complex calculations in high-energy physics and large-scale data analysis has led to the development of computing grids, such as the ALICE computing grid at CERN. These grids outperform traditional supercomputers but…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-11-20 Jananga Kalawana , Malith Dilshan , Kaveesha Dinamidu , Kalana Wijethunga , Maksim Stortvedt , Indika Perera

The distribution of files using decentralized, peer-to-peer (P2P) systems, has significant advantages over centralized approaches. It is however more difficult to settle on the best approach for file sharing. Most file sharing systems are…

Distributed, Parallel, and Cluster Computing · Computer Science 2007-05-23 Thomas Jacobs , Aaron Harwood

In this paper, we present a new framework that links the two worlds of wired and cellular users sharing systems. The approach is to propose an easy gateway that enables the use of cellular networks based services by wireline users and…

Networking and Internet Architecture · Computer Science 2012-10-02 Tayeb Lemlouma , Julien Luciana , Bastien Oza , Leandro Sierra , Mikaël Salaün

The article provides a new approach to creating hierarchical structure of file system. First, it gives overview of the existing ways of storing files in current operating systems. Second, it describes the new way of building structures of a…

Information Theory · Computer Science 2010-09-17 Maksim Malkov

Mobile edge crowdsensing (MECS) enables large-scale real-time sensing services, but its continuous data collection and transmission pipeline exposes terminal devices to dynamic privacy risks. Existing privacy protection schemes in MECS…

Machine Learning · Computer Science 2026-04-10 Guanjie Cheng , Siyang Liu , Xinkui Zhao , Yishan Chen , Junqin Huang , Linghe Kong , Shiguang Deng

In recent years, cloud storage technology has been widely used in many fields such as education, business, medical and more because of its convenience and low cost. With the widespread applications of cloud storage technology, data access…

Cryptography and Security · Computer Science 2018-11-09 Jingwei Liu , Huifang Tang , Chaoya Li , Rong Sun , Xiaojiang Du , Mohsen Guizani

The development of federated learning (FL) methods, which aim to learn from distributed databases (i.e., clients) without accessing data on clients, has recently attracted great attention. Most of these methods assume that the clients are…

Computer Vision and Pattern Recognition · Computer Science 2023-06-02 Barış Büyüktaş , Gencer Sumbul , Begüm Demir

There is a dynamic escalation and extension in the new infrastructure, educating personnel and licensing new computer programs in the field of IT, due to the emergence of Cloud Computing (CC) paradigm. It has become a quick growing segment…

Cryptography and Security · Computer Science 2017-02-24 M. Omer Mushtaq , Furrakh Shahzad , M. Owais Tariq , Mahina Riaz , Bushra Majeed

Federated Learning (FL) has become a practical and widely adopted distributed learning paradigm. However, the lack of a comprehensive and standardized solution covering diverse use cases makes it challenging to use in practice. In addition,…

Machine Learning · Computer Science 2024-01-02 Xiaoyuan Liu , Tianneng Shi , Chulin Xie , Qinbin Li , Kangping Hu , Haoyu Kim , Xiaojun Xu , The-Anh Vu-Le , Zhen Huang , Arash Nourian , Bo Li , Dawn Song

Dealing with a growing amount of data is a crucial challenge for the future of information and communication technologies. More and more devices are expected to transfer data through the Internet, therefore new solutions have to be designed…

Networking and Internet Architecture · Computer Science 2021-08-31 Luca Serena , Mirko Zichichi , Gabriele D'Angelo , Stefano Ferretti
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