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This paper deals with the design of the secure blockchain network framework to prevent damages from an attacker. The decentralized network design called the Blockchain Governance Game is a new hybrid theoretical model and it provides the…

Cryptography and Security · Computer Science 2019-09-05 Song-Kyoo Kim

Deep neural networks (DNNs) sustain high performance in today's data processing applications. DNN inference is resource-intensive thus is difficult to fit into a mobile device. An alternative is to offload the DNN inference to a cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-01-18 Beibei Zhang , Tian Xiang , Hongxuan Zhang , Te Li , Shiqiang Zhu , Jianjun Gu

The rapid growth of mobile social networks (MSNs) has significantly increased the demand for low-latency and reliable content delivery, motivating the deployment of edge caching systems. In practice, multiple content providers (CPs) compete…

Computer Science and Game Theory · Computer Science 2026-05-06 Hamta Sedghani , Zahra Seyedi , Mauro Passacantando , Danilo Ardagna

Edge computing and artificial intelligence (AI), especially deep learning for nowadays, are gradually intersecting to build a novel system, called edge intelligence. However, the development of edge intelligence systems encounters some…

Machine Learning · Computer Science 2021-12-07 Di Liu , Hao Kong , Xiangzhong Luo , Weichen Liu , Ravi Subramaniam

Training task in classical machine learning models, such as deep neural networks, is generally implemented at a remote cloud center for centralized learning, which is typically time-consuming and resource-hungry. It also incurs serious…

Machine Learning · Computer Science 2020-10-27 Jinke Ren , Guanding Yu , Guangyao Ding

The recent breakthrough in artificial intelligence (AI), especially deep neural networks (DNNs), has affected every branch of science and technology. Particularly, edge AI has been envisioned as a major application scenario to provide…

Machine Learning · Computer Science 2024-10-30 Jiawei Shao , Jun Zhang

Cloud service providers are distributing data centers geographically to minimize energy costs through intelligent workload distribution. With increasing data volumes in emerging cloud workloads, it is critical to factor in the network costs…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-02 Ninad Hogade , Sudeep Pasricha , Howard Jay Siegel

Due to limited resources on edge and different characteristics of deep neural network (DNN) models, it is a big challenge to optimize DNN inference performance in terms of energy consumption and end-to-end latency on edge devices. In…

Machine Learning · Computer Science 2023-06-26 Ziyang Zhang , Yang Zhao , Huan Li , Changyao Lin , Jie Liu

In the traditional mobile edge computing (MEC) system, the availability of MEC services is greatly limited for the edge users of the cell due to serious signal attenuation and inter-cell interference. User-centric MEC (UC-MEC) can be seen…

Signal Processing · Electrical Eng. & Systems 2023-02-22 Langtian Qin , Hancheng Lu , Yuang Chen , Zhuojia Gu , Dan Zhao , Feng Wu

Researchers all over the world are employing a variety of analysis approaches in attempt to provide a safer and faster solution for sharing resources via a Multi-access Edge Computing system. Multi-access Edge Computing (MEC) is a…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-12-24 Zain Khaliq , Ahmed Refaey Hussein

Deep edge intelligence aims to deploy deep learning models that demand computationally expensive training in the edge network with limited computational power. Moreover, many deep edge intelligence applications require handling distributed…

Machine Learning · Computer Science 2023-07-28 Ilkay Sikdokur , İnci M. Baytaş , Arda Yurdakul

Future networks (including 6G) are poised to accelerate the realisation of Internet of Everything. However, it will result in a high demand for computing resources to support new services. Mobile Edge Computing (MEC) is a promising…

Machine Learning · Computer Science 2025-04-25 Yuelin Liu , Haiyuan Li , Xenofon Vasilakos , Rasheed Hussain , Dimitra Simeonidou

Multi-access edge computing (MEC) is a key enabler to reduce the latency of vehicular network. Due to the vehicles mobility, their requested services (e.g., infotainment services) should frequently be migrated across different MEC servers…

Networking and Internet Architecture · Computer Science 2022-01-31 Amine Abouaomar , Zoubeir Mlika , Abderrahime Filali , Soumaya Cherkaoui , Abdellatif Kobbane

Blockchain-based games have introduced novel economic models that blend traditional gaming with decentralized ownership and financial incentives, leading to the rapid emergence of the GameFi sector. However, despite their innovative appeal,…

Cryptography and Security · Computer Science 2024-08-20 Pavun Shetty

The high computational, memory, and energy demands of Deep Learning (DL) applications often exceed the capabilities of battery-powered edge devices, creating difficulties in meeting task deadlines and accuracy requirements. Unlike previous…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-12-02 Minseo Kim , Wei Shu , Mohsen Amini Salehi

With rapid development of blockchain technology as well as integration of various application areas, performance evaluation, performance optimization, and dynamic decision in blockchain systems are playing an increasingly important role in…

Performance · Computer Science 2022-11-30 Quan-Lin Li , Yan-Xia Chang , Qing Wang

Real-world node embedding applications often contain hundreds of billions of edges with high-dimension node features. Scaling node embedding systems to efficiently support these applications remains a challenging problem. In this paper we…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-08-19 Wanjing Wei , Yangzihao Wang , Pin Gao , Shijie Sun , Donghai Yu

We are interested in the optimal scheduling of a collection of multi-component application jobs in an edge computing system that consists of geo-distributed edge computing nodes connected through a wide area network. The scheduling and…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-01-24 Zhi Cao , Honggang Zhang , Yu Cao , Benyuan Liu

To ensure that the data aggregation, data storage, and data processing are all performed in a decentralized but trusted manner, we propose to use the blockchain with the mining pool to support IoT services based on cognitive radio networks.…

Networking and Internet Architecture · Computer Science 2018-10-25 Nguyen Cong Luong , Tran The Anh , Huynh Thi Thanh Binh , Dusit Niyato , Dong In Kim , Ying-Chang Liang

Mobile edge computing (MEC) is a promising solution for enhancing the user experience, minimizing content delivery expenses, and reducing backhaul traffic. In this paper, we propose a novel privacy-preserving decentralized game-theoretic…

Computer Science and Game Theory · Computer Science 2023-04-27 Duong Thuy Anh Nguyen , Jiaming Cheng , Duong Tung Nguyen , Angelia Nedich