Task-oriented sensing, computation, and communication integration for multi-device edge AI
This paper studies a new multi-device edge artificial-intelligent (AI) system, which jointly
exploits the AI model split inference and integrated sensing and communication (ISAC) to …
exploits the AI model split inference and integrated sensing and communication (ISAC) to …
Federated dropout—a simple approach for enabling federated learning on resource constrained devices
Federated learning (FL) is a popular framework for training an AI model using distributed
mobile data in a wireless network. It features data parallelism by distributing the learning …
mobile data in a wireless network. It features data parallelism by distributing the learning …
Random orthogonalization for federated learning in massive MIMO systems
We propose a novel communication design, termed random orthogonalization, for federated
learning (FL) in a massive multiple-input and multiple-output (MIMO) wireless system. The …
learning (FL) in a massive multiple-input and multiple-output (MIMO) wireless system. The …
Decentralized edge learning via unreliable device-to-device communications
Distributed machine learning has been extensively employed in wireless systems, which
can leverage abundant data distributed over massive devices to collaboratively train a high …
can leverage abundant data distributed over massive devices to collaboratively train a high …
Enhanced hybrid hierarchical federated edge learning over heterogeneous networks
In this work, a Hybrid Hierarchical Federated Edge Learning (HHFEL) architecture that
consists of a device layer, an edge layer, and a cloud layer over heterogeneous networks, is …
consists of a device layer, an edge layer, and a cloud layer over heterogeneous networks, is …
Multi-Objective Reinforcement Learning Towards User's Targeted VR QoE
S Zhang, Y Chen, B Guo, D López-Pérez… - … 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
Mobile edge computing (MEC) and field-of-view (FoV) prediction are two key techniques to
enable the wireless virtual reality (VR) service. On this basis, we investigate a practical …
enable the wireless virtual reality (VR) service. On this basis, we investigate a practical …
Dynamic Subcarrier Allocation with Strict Service Rate Control for Cross-Layer Utility Maximization in SC-FDMA System
X Zhang, P Liu, T Hui, X Li, J Li - 2022 21st International …, 2022 - ieeexplore.ieee.org
A Dynamic Sub carrier Allocation with Strict Service Rate Control algorithm is proposed for
single carrier frequency division multiple access (SC-FDMA) system. Aiming at eliminating …
single carrier frequency division multiple access (SC-FDMA) system. Aiming at eliminating …