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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…

分布式、并行与集群计算 · 计算机科学 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…

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…

密码学与安全 · 计算机科学 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…

分布式、并行与集群计算 · 计算机科学 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…

密码学与安全 · 计算机科学 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…

密码学与安全 · 计算机科学 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…

分布式、并行与集群计算 · 计算机科学 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…

分布式、并行与集群计算 · 计算机科学 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…

密码学与安全 · 计算机科学 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…

机器学习 · 计算机科学 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…

分布式、并行与集群计算 · 计算机科学 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…

分布式、并行与集群计算 · 计算机科学 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…

网络与互联网体系结构 · 计算机科学 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…

信息论 · 计算机科学 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…

机器学习 · 计算机科学 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…

密码学与安全 · 计算机科学 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…

计算机视觉与模式识别 · 计算机科学 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…

密码学与安全 · 计算机科学 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,…

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…

网络与互联网体系结构 · 计算机科学 2021-08-31 Luca Serena , Mirko Zichichi , Gabriele D'Angelo , Stefano Ferretti
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