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Modern cloud computing platforms based on virtual machine monitors carry a variety of complex business that present many network security vulnerabilities. At present, the traditional architecture employs a number of security devices at…

密码学与安全 · 计算机科学 2014-05-06 Jin He , Mianxiong Dong , Kaoru Ota , Minyu Fan , Guangwei Wang

In cloud-based endpoint auditing, security administrators often rely on the cloud to perform causality analysis over log-derived versioned provenance graphs to investigate suspicious attack behaviors. However, the cloud may be distrusted or…

密码学与安全 · 计算机科学 2026-03-17 Qiyang Song , Qihang Zhou , Xiaoqi Jia , Zhenyu Song , Wenbo Jiang , Heqing Huang , Yong Liu , Dan Meng

Retrieval-Augmented Generation (RAG) improves factuality by grounding LLMs in external knowledge, yet conventional centralized RAG requires aggregating distributed data, raising privacy risks and incurring high retrieval latency and cost.…

人工智能 · 计算机科学 2026-01-29 Wenqing Zhou , Yuxuan Yan , Qianqian Yang

Edge computing is promoted to meet increasing performance needs of data-driven services using computational and storage resources close to the end devices, at the edge of the current network. To achieve higher performance in this new…

分布式、并行与集群计算 · 计算机科学 2018-04-20 Klervie Toczé , Simin Nadjm-Tehrani

In edge computing (EC), by offloading tasks to edge server or remote cloud, the system performance can be improved greatly. However, since the traffic distribution in EC is heterogeneous and dynamic, it is difficult for an individual edge…

网络与互联网体系结构 · 计算机科学 2022-07-29 Ning Li , Xin Yuan , Zhaoxin Zhang , Jose Fernan Martinez

Technological evolution of mobile user equipments (UEs), such as smartphones or laptops, goes hand-in-hand with evolution of new mobile applications. However, running computationally demanding applications at the UEs is constrained by…

信息论 · 计算机科学 2017-03-14 Pavel Mach , Zdenek Becvar

This paper introduces LOGSAFE, a defense mechanism for federated learning in time series settings, particularly within cyber-physical systems. It addresses poisoning attacks by moving beyond traditional update-similarity methods and instead…

密码学与安全 · 计算机科学 2026-03-25 Dung Thuy Nguyen , Ziyan An , Taylor T. Johnson , Meiyi Ma , Kevin Leach

The rapid evolution of malware attacks calls for the development of innovative detection methods, especially in resource-constrained edge computing. Traditional detection techniques struggle to keep up with modern malware's sophistication…

密码学与安全 · 计算机科学 2025-03-07 Christian Rondanini , Barbara Carminati , Elena Ferrari , Antonio Gaudiano , Ashish Kundu

The explosive growth of video data has driven the development of distributed video analytics in cloud-edge-terminal collaborative (CETC) systems, enabling efficient video processing, real-time inference, and privacy-preserving analysis.…

网络与互联网体系结构 · 计算机科学 2025-04-08 Linxiao Gong , Hao Yang , Gaoyun Fang , Bobo Ju , Juncen Guo , Xiaoguang Zhu , Xiping Hu , Yan Wang , Peng Sun , Azzedine Boukerche

The large-scale deployment of autonomous vehicles is yet to come, and one of the major remaining challenges lies in urban dense traffic scenarios. In such cases, it remains challenging to predict the future evolution of the scene and future…

计算机视觉与模式识别 · 计算机科学 2023-05-19 Hao Shao , Letian Wang , Ruobing Chen , Steven L. Waslander , Hongsheng Li , Yu Liu

Edge computing is a fast-growing and much needed technology in healthcare. The problem of implementing artificial intelligence on edge devices is the complexity and high resource intensity of the most known neural network data analysis…

机器学习 · 计算机科学 2021-09-28 Andrei Velichko

Estimating surface normals from 3D point clouds is critical for various applications, including surface reconstruction and rendering. While existing methods for normal estimation perform well in regions where normals change slowly, they…

计算机视觉与模式识别 · 计算机科学 2023-08-24 Haoyi Xiu , Xin Liu , Weimin Wang , Kyoung-Sook Kim , Masashi Matsuoka

The growth of cloud computing has revolutionized data processing and storage capacities to another levels of scalability and flexibility. But in the process, it has created a huge challenge of security, especially in terms of safeguarding…

密码学与安全 · 计算机科学 2025-11-07 Dhruv Deepak Agarwal , Aswani Kumar Cherukuri

Object detection plays a crucial role in smart video analysis, with applications ranging from autonomous driving and security to smart cities. However, achieving real-time object detection on edge devices presents significant challenges due…

计算机视觉与模式识别 · 计算机科学 2025-01-17 Jianrui Shi , Yong Zhao , Zeyang Cui , Xiaoming Shen , Minhang Zeng , Xiaojie Liu

In this paper, we consider user location privacy in mobile edge clouds (MECs). MECs are small clouds deployed at the network edge to offer cloud services close to mobile users, and many solutions have been proposed to maximize service…

分布式、并行与集群计算 · 计算机科学 2017-09-12 Ting He , Ertugrul N. Ciftcioglu , Shiqiang Wang , Kevin S. Chan

Object detection is a fundamental enabler for many real-time downstream applications such as autonomous driving, augmented reality and supply chain management. However, the algorithmic backbone of neural networks is brittle to imperceptible…

计算机视觉与模式识别 · 计算机科学 2025-03-14 Tianyi Wang , Zichen Wang , Cong Wang , Yuanchao Shu , Ruilong Deng , Peng Cheng , Jiming Chen

Edge computing allows for the decentralization of computing resources. This decentralization is achieved through implementing microservice architectures, which require low latencies to meet stringent service level agreements (SLA) such as…

分布式、并行与集群计算 · 计算机科学 2025-10-14 Suhrid Gupta , Muhammed Tawfiqul Islam , Rajkumar Buyya

Cloud-edge computing requires applications to operate across diverse infrastructures, often triggered by cyber-physical events. Containers offer a lightweight deployment option but pulling images from central repositories can cause delays.…

分布式、并行与集群计算 · 计算机科学 2025-04-08 Damiano Azzolini , Stefano Forti , Antonio Ielo

Code offloading is promising to accelerate mobile applications and save energy of mobile devices by shifting some computation to cloud. However, existing code offloading systems suffer from a long communication delay between mobile devices…

分布式、并行与集群计算 · 计算机科学 2018-07-02 Li Lin , Xiaofei Liao

The edge computing paradigm places compute-capable devices - edge servers - at the network edge to assist mobile devices in executing data analysis tasks. Intuitively, offloading compute-intense tasks to edge servers can reduce their…

计算机视觉与模式识别 · 计算机科学 2021-11-17 Yoshitomo Matsubara , Marco Levorato
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