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Secure Prediction of Neural Network in the Cloud

期刊: IEEE NETWORK, 2021; 35 (1)

Neural networks have attracted much attention due to their excellent performance in providing insightful predictions. The trained neural network model......

Blockchain Envisioned Drones: Realizing 5G-Enabled Flying Automation

期刊: IEEE NETWORK, 2021; 35 (1)

Nowadays the deployment of drones/UAVs is not just limited to military and defense establishments; they are also widely deployed in geo-dispersed appl......

A Quantitative Survey of Communication Optimizations in Distributed Deep Learning

期刊: IEEE NETWORK, 2021; 35 (3)

Nowadays, large and complex deep learning (DL) models are increasingly trained in a distributed manner across multiple worker machines, in which exten......

Hyper-Noise Interference Privacy Protection Framework for Intelligent Medical Data-Centric Networks

期刊: IEEE NETWORK, 2021; 35 (1)

Convolutional neural network (CNN) has been widely used in the medical domain, but how to protect privacy is still a challenge. In addition, tradition......

Deep Reinforcement Learning for Communication Flow Control in Wireless Mesh Networks

期刊: IEEE NETWORK, 2021; 35 (2)

Wireless mesh network (WMN) is one of the most promising technologies for Internet of Things (IoT) applications because of its self-adaptive and self-......

Blockchain-Empowered Drone Networks: Architecture, Features, and Future

期刊: IEEE NETWORK, 2021; 35 (1)

The future mobile communication system is expected to provide ubiquitous connectivity and unprecedented services over billions of devices. The flying ......

Membership Inference Attack with Multi-Grade Service Models in Edge Intelligence

期刊: IEEE NETWORK, 2021; 35 (1)

Edge intelligence (EI), integrated with the merits of both edge computing and artificial intelligence, has been proposed recently to realize intensive......

Toward Smart Security Enhancement of Federated Learning Networks

期刊: IEEE NETWORK, 2021; 35 (1)

As traditional centralized learning networks (CLNs) are facing increasing challenges in terms of privacy preservation, communication overheads, and sc......

An Effective Countermeasure Against UAV Swarm Attack

期刊: IEEE NETWORK, 2021; 35 (1)

UAV (Unmanned Aerial Vehicle) swarms are being utilized to launch military attacks due to its technological development. At present, there is a lack o......

Incentive Mechanism Design for Federated Learning: Challenges and Opportunities

期刊: IEEE NETWORK, 2021; 35 (4)

Federated learning is a new distributed machine learning paradigm that many clients (e.g., mobile devices or organizations) collaboratively train a mo......

Harmonizing Artificial Intelligence with Radio Access Networks: Advances, Case Study, and Open Issues

期刊: IEEE NETWORK, 2021; 35 (4)

Driven by the demands of efficient network operation and high service availability, the convergence of artificial intelligence (AI) with radio access ......

Imitation-Learning-Enabled Vehicular Edge Computing: Toward Online Task Scheduling

期刊: IEEE NETWORK, 2021; 35 (3)

Vehicular edge computing (VEC) is a promising paradigm to enable information sharing and acquisition among vehicles. Since information freshness has s......

Flexible and Distributed Mobility Management for Integrated Terrestrial-Satellite Networks: Challenges, Architectures, and Approaches

期刊: IEEE NETWORK, 2021; 35 (4)

Integrated terrestrial-satellite networks (lTSNs) are envisioned to provide seamless broadband services through evolving terrestrial B5G/6G cellular s......

LNTP: An End-to-End Online Prediction Model for Network Traffic

期刊: IEEE NETWORK, 2021; 35 (1)

As network data keeps getting bigger, deep learning is coming to play a key role in network design and management. Meanwhile, accurate network traffic......

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