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Collaborative inference (CI) improves computational efficiency for edge devices by transmitting intermediate features to cloud models. However, this process inevitably exposes feature representations to model inversion attacks (MIAs),…

Cryptography and Security · Computer Science 2025-06-23 Rongke Liu , Youwen Zhu , Dong Wang , Gaoning Pan , Xingyu He , Weizhi Meng

With the help of a new architecture called Edge/Fog (E/F) computing, cloud computing services can now be extended nearer to data generator devices. E/F computing in combination with Deep Learning (DL) is a promisedtechnique that is vastly…

Networking and Internet Architecture · Computer Science 2024-02-21 Balqees Talal Hasan , Ali Kadhum Idrees

Federated Learning aims to learn a global model on the server side that generalizes to all clients in a privacy-preserving manner, by leveraging the local models from different clients. Existing solutions focus on either regularizing the…

Machine Learning · Computer Science 2023-08-08 Zhuang Qi , Lei Meng , Zitan Chen , Han Hu , Hui Lin , Xiangxu Meng

Cloud computing focuses on delivery of reliable, secure, fault-tolerant, sustainable, and scalable infrastructures for hosting Internet-based application services. These applications have different composition, configuration, and deployment…

Distributed, Parallel, and Cluster Computing · Computer Science 2009-03-17 Rodrigo N. Calheiros , Rajiv Ranjan , Cesar A. F. De Rose , Rajkumar Buyya

Computational optical imaging (COI) systems leverage optical coding elements (CE) in their setups to encode a high-dimensional scene in a single or multiple snapshots and decode it by using computational algorithms. The performance of COI…

Website fingerprinting (WF) attacks, usually conducted with the help of a machine learning-based classifier, enable a network eavesdropper to pinpoint which web page a user is accessing through the inspection of traffic patterns. These…

Cryptography and Security · Computer Science 2022-11-29 Alexander Veicht , Cedric Renggli , Diogo Barradas

Future wireless communication systems will increasingly rely on the integration of millimeter wave (mmWave) and sub-6 GHz bands to meet heterogeneous demands on high-speed data transmission and extensive coverage. To fully exploit the…

Signal Processing · Electrical Eng. & Systems 2026-05-19 Qikai Xiao , Kehui Li , Binggui Zhou , Shaodan Ma

High Performance Computing (HPC) centers provide resources to users who require greater scale to "get science done". They deploy infrastructure with singular hardware architectures, cutting-edge software environments, and stricter security…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-22 Sean R. Wilkinson , Patrick Widener

This paper presents a novel, structured decision support framework that systematically aligns diverse artificial intelligence (AI) agent architectures, reactive, cognitive, hybrid, and learning, with the comprehensive National Institute of…

Artificial Intelligence · Computer Science 2025-10-03 Masike Malatji

Artificial Intelligence for scientific applications increasingly requires training large models on data that cannot be centralized due to privacy constraints, data sovereignty, or the sheer volume of data generated. Federated learning (FL)…

Machine Learning · Computer Science 2026-03-23 Yijiang Li , Zilinghan Li , Kyle Chard , Ian Foster , Todd Munson , Ravi Madduri , Kibaek Kim

The advent of foundation models (FMs) as an emerging suite of AI techniques has struck a wave of opportunities in computational healthcare. The interactive nature of these models, guided by pre-training data and human instructions, has…

Machine Learning · Computer Science 2026-04-30 Yunkun Zhang , Jin Gao , Zheling Tan , Lingfeng Zhou , Kexin Ding , Mu Zhou , Shaoting Zhang , Dequan Wang

The most of computing environments in the IT support organization like NIC are designed to run in centralized datacentre. The centralized infrastructure of various development projects are used to deploy their services on it and connecting…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-05-28 S. M. M. M Kalyan kumar , Dr S C Pradhan

Analysis cyberinfrastructure refers to the combination of software and computer hardware used to support late-stage data analysis in High Energy Physics (HEP). For the purposes of this white paper, late-stage data analysis refers…

Data Analysis, Statistics and Probability · Physics 2022-03-18 Kevin Lannon , Paul Brenner , Mike Hildreth , Kenyi Hurtado Anampa , Alan Malta Rodrigues , Kelci Mohrman , Doug Thain , Benjamin Tovar

Continuous Integration and Continuous Deployment (CI/CD) pipeline automates software development to speed up and enhance the efficiency of engineering software. These workflows consist of various jobs, such as code validation and testing,…

Software Engineering · Computer Science 2025-04-17 Simin Sun , David Friberg , Miroslaw Staron

The "Smart City" (SC) concept revolves around the idea of embodying cutting-edge ICT solutions in the very fabric of future cities, in order to offer new and better services to citizens while lowering the city management costs, both in…

Networking and Internet Architecture · Computer Science 2017-02-16 Federico Chiariotti , Massimo Condoluci , Toktam Mahmoodi , Andrea Zanella

Brain-Computer Interfaces (BCIs) enable converting the brain electrical activity of an interface user to the user commands. BCI research studies demonstrated encouraging results in different areas such as neurorehabilitation, control of…

Signal Processing · Electrical Eng. & Systems 2021-10-07 Alexandra Samsonova , Barry J. Devereux , Georgios Karakonstantis , Lev Mukhanov

We present a set of common themes and recommendations extracted from in depth interviews with the leaders of 12 distinct cyberinfrastructure software projects. These interviews were conducted as part of a larger study to identify and…

Software Engineering · Computer Science 2013-09-10 Craig A. Stewart , Julie Wernert , Eric A. Wernert , William K. Barnett , Von Welch

The Smart4Health (S4H) software application will empower EU citizens to manage, analyze, and exchange their aggregated electronic health data. In order to provide such a service, basic features are needed to ensure usability, reliability,…

Software Engineering · Computer Science 2020-02-21 Tamara Slosarek , Attila Wohlbrandt , Erwin Böttinger

This article introduces a model-driven engineering (MDE) integrated development environment (IDE) for Data-Intensive Cloud Applications (DIA) with iterative quality enhancements. As part of the H2020 DICE project (ICT-9-2014, id 644869), a…

Software Engineering · Computer Science 2017-09-20 Marc Gil , Christophe Joubert , Ismael Torres

Cloud computing provides resources over the Internet and allows a plethora of applications to be deployed to provide services for different industries. The major bottleneck being faced currently in these cloud frameworks is their limited…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-11-18 Shreshth Tuli , Nipam Basumatary , Sukhpal Singh Gill , Mohsen Kahani , Rajesh Chand Arya , Gurpreet Singh Wander , Rajkumar Buyya
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