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Decentralized optimization enables multiple devices to learn a global machine learning model while each individual device only has access to its local dataset. By avoiding the need for training data to leave individual users' devices, it…

机器学习 · 计算机科学 2026-04-22 Ziqin Chen , Zuang Wang , Yongqiang Wang

Intending to support new emerging applications with latency requirements below what can be offered by the cloud data centers, the edge and fog computing paradigms have reared. In such systems, the real-time instant data is processed closer…

分布式、并行与集群计算 · 计算机科学 2022-11-14 Yahya Hassanzadeh-Nazarabadi , Sanaz Taheri-Boshrooyeh , Öznur Özkasap

IoT edge computing positions computing resources closer to the data sources to reduce the latency, relieve the bandwidth pressure on the cloud, and enhance data security. Nevertheless, data security in IoT edge computing still faces…

系统与控制 · 电气工程与系统科学 2024-09-11 Tao Xue , Ying Zhang , Yanbin Wang , Wenbo Wang , Shuailou Li , Haibin Zhang

Mobile edge computing is a new computing paradigm, which pushes cloud computing capabilities away from the centralized cloud to the network edge. However, with the sinking of computing capabilities, the new challenge incurred by user…

网络与互联网体系结构 · 计算机科学 2018-09-17 Tao Ouyang , Zhi Zhou , Xu Chen

Advanced Cyber-Physical Systems aim for the balancing of restricted local resources of deeply embedded systems with cloud-based resources depending on the availability of network connectivity: in case of excellent connectivity, the…

网络与互联网体系结构 · 计算机科学 2020-02-20 Robert Falkenberg , Christoph Ide , Christian Wietfeld

Cloud computing (CC) is a centralized computing paradigm that accumulates resources centrally and provides these resources to users through Internet. Although CC holds a large number of resources, it may not be acceptable by real-time…

分布式、并行与集群计算 · 计算机科学 2020-07-29 Muhammad Asim , Yong Wang , Kezhi Wang , Pei-Qiu Huang

Mobile-edge cloud computing is a new paradigm to provide cloud computing capabilities at the edge of pervasive radio access networks in close proximity to mobile users. Aiming at provisioning flexible on-demand mobile-edge cloud service, in…

分布式、并行与集群计算 · 计算机科学 2018-06-11 Xu Chen , Wenzhong Li , Sanglu Lu , Zhi Zhou , Xiaoming Fu

In the edge-cloud continuum, datacenters provide microservices (MSs) to mobile users, with each MS having specific latency constraints and computational requirements. Deploying such a variety of MSs matching their requirements with the…

网络与互联网体系结构 · 计算机科学 2023-05-02 Itamar Cohen , Paolo Giaccone , Carla Fabiana Chiasserini

We tackle the challenge of reliably determining the geo-location of nodes in decentralized networks, considering adversarial settings and without depending on any trusted landmarks. In particular, we consider active adversaries that control…

密码学与安全 · 计算机科学 2021-10-04 Katharina Kohls , Claudia Diaz

In "Grids" and "collaboratories," we find distributed communities of resource providers and resource consumers, within which often complex and dynamic policies govern who can use which resources for which purpose. We propose a new approach…

分布式、并行与集群计算 · 计算机科学 2007-05-23 Laura Pearlman , Von Welch , Ian Foster , Carl Kesselman , Steven Tuecke

Classical optimization theory largely focuses on fixed objective functions, whereas many modern learning systems operate in dynamic environments where data arrive sequentially and decisions must be updated continuously. In this work, we…

信号处理 · 电气工程与系统科学 2026-05-11 Muhammad Faraz Ul Abrar , Nicolò Michelusi , Erik G. Larsson

Edge computing promises to reshape the centralized nature of today's cloud-based applications by bringing computing resources, at least in part, closer to the user. Reasons include the increasing need for real-time (short-delay,…

分布式、并行与集群计算 · 计算机科学 2021-05-31 Christian Meurisch

The rapidly growing penetration of renewable energy resources brings unprecedented challenges to power distribution networks - management of a large population of grid-tied controllable devices encounters control scalability crises and…

最优化与控制 · 数学 2023-01-06 Xiang Huo , Mingxi Liu

Data centers (DCs) are emerging as large, geographically distributed, controllable loads whose participation in electricity markets can significantly affect grid operation, especially when cloud platforms shift workloads across sites to…

系统与控制 · 电气工程与系统科学 2026-04-09 Shijie Pan , Zaint A. Alexakis , Charalambos Konstantinou

The exponential growth of geospatial data streams flowing from IoT devices challenges conventional cloud-based analytics, which typically suffer from network bandwidth waste and latency, basically attributed to the data being managed…

分布式、并行与集群计算 · 计算机科学 2026-05-05 Isam Mashhour Al Jawarneh , Lorenzo Felletti , Luca Foschini , Paolo Bellavista

Distributed sensor networks such as IoT deployments generate large quantities of measurement data. Often, the analytics that runs on this data is available as a web service which can be purchased for a fee. A major concern in the analytics…

密码学与安全 · 计算机科学 2018-12-31 Ryan Shah , Shishir Nagaraja

Modern applications increasingly span across cloud, fog, and edge environments, demanding orchestration systems that can adapt to diverse deployment contexts while meeting Quality-of-Service (QoS) requirements. Standard Kubernetes…

分布式、并行与集群计算 · 计算机科学 2025-10-14 Haci Ismail Aslan , Syed Muhammad Mahmudul Haque , Joel Witzke , Odej Kao

The 6GENABLERS-DLT project addresses critical challenges in fostering multi-party collaboration within dynamic 6G environments. As operators and service providers increasingly depend on third-party resources to meet their contractual and…

网络与互联网体系结构 · 计算机科学 2024-12-20 Adriana Fernández-Fernández , Angel Martin , Guillermo Gomez

On the Internet large service providers tend to control the digital identities of users. These defacto identity authorities wield significant power over users, compelling them to comply with non-negotiable terms, before access to services…

计算机与社会 · 计算机科学 2010-11-02 Mark McLaughlin , Gerard Briscoe , Paul Malone

This paper presents Droplet, a decentralized data access control service. Droplet enables data owners to securely and selectively share their encrypted data while guaranteeing data confidentiality in the presence of unauthorized parties and…

密码学与安全 · 计算机科学 2021-01-22 Hossein Shafagh , Lukas Burkhalter , Anwar Hithnawi , Sylvia Ratnasamy