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Artificial intelligence (AI) has become a pivotal force in reshaping next generation mobile networks. Edge computing holds promise in enabling AI as a service (AIaaS) for prompt decision-making by offloading deep neural network (DNN)…

网络与互联网体系结构 · 计算机科学 2025-01-28 Vahid Pourakbar , Hamed Shah-Mansouri

Blockchain offers a decentralized, immutable, transparent system of records. It offers a peer-to-peer network of nodes with no centralised governing entity making it unhackable and therefore, more secure than the traditional paper-based or…

密码学与安全 · 计算机科学 2019-11-27 Harsh Jot Singh , Abdelhakim Senhaji Hafid

In 5G and Beyond networks, Artificial Intelligence applications are expected to be increasingly ubiquitous. This necessitates a paradigm shift from the current cloud-centric model training approach to the Edge Computing based collaborative…

网络与互联网体系结构 · 计算机科学 2020-06-02 Wei Yang Bryan Lim , Jer Shyuan Ng , Zehui Xiong , Dusit Niyato , Cyril Leung , Chunyan Miao , Qiang Yang

Due to the ever-increasing popularity of resource-hungry and delay-constrained mobile applications, the computation and storage capabilities of remote cloud has partially migrated towards the mobile edge, giving rise to the concept known as…

计算机科学与博弈论 · 计算机科学 2017-11-27 Shermila Ranadheera , Setareh Maghsudi , Ekram Hossain

As edge computing expands, serving multiple deep neural network (DNN) models on a single shared GPU has become a common yet challenging scenario, where each scheduling decision affects the tail latency of all concurrent queues. Existing…

分布式、并行与集群计算 · 计算机科学 2026-05-08 Jiahe Cao , Xiaomeng Li , Qiang Liu , Tao Han , Ning Zhang , Weisong Shi

Blockchain-enabled Federated Learning (BFL) enables mobile devices to collaboratively train neural network models required by a Machine Learning Model Owner (MLMO) while keeping data on the mobile devices. Then, the model updates are stored…

机器学习 · 计算机科学 2020-05-04 Nguyen Quang Hieu , Tran The Anh , Nguyen Cong Luong , Dusit Niyato , Dong In Kim , Erik Elmroth

Data centers are increasingly using more energy due to the rise in Artificial Intelligence (AI) workloads, which negatively impacts the environment and raises operational costs. Reducing operating expenses and carbon emissions while…

分布式、并行与集群计算 · 计算机科学 2024-04-03 Ninad Hogade , Sudeep Pasricha

Blockchain has many benefits including decentralization, availability, persistency, consistency, anonymity, auditability and accountability, and it also covers a wide spectrum of applications ranging from cryptocurrency, financial services,…

计算工程、金融与科学 · 计算机科学 2018-10-02 Quan-Lin Li , Jing-Yu Ma , Yan-Xia Chang

Edge nodes are crucial for detection against multitudes of cyber attacks on Internet-of-Things endpoints and is set to become part of a multi-billion industry. The resource constraints in this novel network infrastructure tier constricts…

密码学与安全 · 计算机科学 2022-07-07 Praneet Singh , Jishnu Jaykumar , Akhil Pankaj , Reshmi Mitra

Efficiency and security have become critical issues during the development of the long-range (LoRa) system for Internet-of-Things (IoT) applications. The centralized work method in the LoRa system, where all packages are processed and kept…

密码学与安全 · 计算机科学 2021-05-24 Lu Hou , Kan Zheng , Zhiming Liu , Xiaojun Xu

Task offloading and scheduling in Mobile Edge Computing (MEC) are vital for meeting the low-latency demands of modern IoT and dynamic task scheduling scenarios. MEC reduces the processing burden on resource-constrained devices by enabling…

网络与互联网体系结构 · 计算机科学 2026-01-23 Arild Yonkeu , Mohammadreza Amini , Burak Kantarci

Edge intelligent applications like VR/AR and language model based chatbots have become widespread with the rapid expansion of IoT and mobile devices. However, constrained edge devices often cannot serve the increasingly large and complex…

分布式、并行与集群计算 · 计算机科学 2025-10-28 Zongshun Zhang , Ibrahim Matta

Vehicular Edge Computing (VEC) is a promising paradigm to enable huge amount of data and multimedia content to be cached in proximity to vehicles. However, high mobility of vehicles and dynamic wireless channel condition make it challenge…

密码学与安全 · 计算机科学 2020-11-20 Yueyue Dai , Du Xu , Ke Zhang , Sabita Maharjan , Yan Zhang

The ubiquitous use of IoT and machine learning applications is creating large amounts of data that require accurate and real-time processing. Although edge-based smart data processing can be enabled by deploying pretrained models, the…

机器学习 · 计算机科学 2021-09-15 Yinghan Long , Indranil Chakraborty , Gopalakrishnan Srinivasan , Kaushik Roy

A new era in ICT has begun with the evolution of Next Generation Networks (NGNs) and the development of human-centric applications. Ultra-low latency, high throughput, and high availability are a few of the main characteristics of modern…

网络与互联网体系结构 · 计算机科学 2022-11-02 Michael Xevgenis , Dimitrios Kogias , Ioannis Christidis , Charalampos Patrikakis , Helen C. Leligou

Many protocols in distributed computing rely on a source of randomness, usually called a random beacon, both for their applicability and security. This is especially true for proof-of-stake blockchain protocols in which the next miner or…

密码学与安全 · 计算机科学 2023-09-21 Zhuo Cai

Along with the rapid development in the field of artificial intelligence, especially deep learning, deep neural network applications are becoming more and more popular in reality. To be able to withstand the heavy load from mainstream…

机器学习 · 计算机科学 2021-09-27 Toan Pham Van , Ngoc N. Tran , Hoang Pham Minh , Tam Nguyen Minh , Thanh Ta Minh

Can we make undergraduate engineering education easier and more fun? This research aims to see if we can answer the ambitious question! The digital game-based learning (DGBL) has been found to increase the efficacy of learning when applied…

计算机与社会 · 计算机科学 2021-06-29 Seungmo Kim

Blockchains and distributed ledger technology offer promising capabilities for supporting collaborative business processes across organizations. Typically, approaches in this field fall into two categories: either executing the entire…

软件工程 · 计算机科学 2023-12-13 Julius Köpke , Sebastian Trattnig

Deploying deep neural networks (DNNs) on resource-constrained mobile devices presents significant challenges, particularly in achieving real-time performance while simultaneously coping with limited computational resources and battery life.…

网络与互联网体系结构 · 计算机科学 2025-09-24 Zekai Sun , Xiuxian Guan , Zheng Lin , Zihan Fang , Xiangming Cai , Zhe Chen , Fangming Liu , Heming Cui , Jie Xiong , Wei Ni , Chau Yuen