Decentralized Inference with Graph Neural Networks in Wireless
Communication Systems

Decentralized Inference with Graph Neural Networks in Wireless Communication Systems

19 April 2021

Guanding Yu

Papers citing "Decentralized Inference with Graph Neural Networks in Wireless Communication Systems"

18 / 18 papers shown

Title
Over-the-Air Multi-Sensor Inference with Neural Networks Using Memristor-Based Analog Computing Busra Tegin Muhammad Atif Ali T. Duman 46 0 0 20 Jan 2025
Deploying Graph Neural Networks in Wireless Networks: A Link Stability Viewpoint Jun Li Weiwei Zhang Kang Wei Guangji Chen Long Shi Wen Chen 30 0 0 09 May 2024
Collaborative Edge AI Inference over Cloud-RAN Pengfei Zhang Dingzhu Wen Guangxu Zhu Qimei Chen Kaifeng Han Yuanming Shi 22 1 0 09 Apr 2024
Graph Neural Networks for Physical-Layer Security in Multi-User Flexible-Duplex Networks Tharaka Perera S. Atapattu Yuting Fang Jamie S. Evans 6 0 0 08 Feb 2024
A Survey on Trustworthy Edge Intelligence: From Security and Reliability To Transparency and Sustainability Xiaojie Wang Beibei Wang Yu Wu Zhaolong Ning Song Guo F. I. F. Richard Yu 16 10 0 27 Oct 2023
Model Inversion Attacks on Homogeneous and Heterogeneous Graph Neural Networks Renyang Liu Wei Zhou Jinhong Zhang Xiaoyuan Liu Peiyuan Si Haoran Li AAML 15 0 0 15 Oct 2023
Rate-Adaptive Coding Mechanism for Semantic Communications With Multi-Modal Data Yangshuo He Guanding Yu Yunlong Cai 22 16 0 18 May 2023
Graph Neural Networks-Based User Pairing in Wireless Communication Systems Sharan Mourya Pavan Reddy Manne Saidhiraj Amuru K. Kuchi GNN 16 1 0 14 May 2023
Semi-decentralized Inference in Heterogeneous Graph Neural Networks for Traffic Demand Forecasting: An Edge-Computing Approach Mahmoud Nazzal Abdallah Khreishah Joyoung Lee Shaahin Angizi Ala I. Al-Fuqaha Mohsen Guizani 23 4 0 28 Feb 2023
Machine Learning for Large-Scale Optimization in 6G Wireless Networks Yandong Shi Lixiang Lian Yuanming Shi Zixin Wang Yong Zhou Liqun Fu Lin Bai Jun Zhang Wei Zhang AI4CE 11 35 0 03 Jan 2023
Graph Neural Networks Meet Wireless Communications: Motivation, Applications, and Future Directions Mengyuan Lee Guanding Yu H. Dai Geoffrey Ye Li 22 16 0 08 Dec 2022
Privacy-Preserving Decentralized Inference with Graph Neural Networks in Wireless Networks Mengyuan Lee Guanding Yu H. Dai 13 9 0 15 Aug 2022
Task-Oriented Sensing, Computation, and Communication Integration for Multi-Device Edge AI Dingzhu Wen Peixi Liu Guangxu Zhu Yuanming Shi Jie Xu Yonina C. Eldar Shuguang Cui 8 110 0 03 Jul 2022
A Framework for Real-World Multi-Robot Systems Running Decentralized GNN-Based Policies J. Blumenkamp Steven D. Morad Jennifer Gielis Qingbiao Li Amanda Prorok 12 36 0 02 Nov 2021
Modular Meta-Learning for Power Control via Random Edge Graph Neural Networks I. Nikoloska Osvaldo Simeone 10 21 0 04 Aug 2021
Graph-based Deep Learning for Communication Networks: A Survey Weiwei Jiang GNN AI4CE 20 137 0 04 Jun 2021
Adaptive Federated Learning in Resource Constrained Edge Computing Systems Shiqiang Wang Tiffany Tuor Theodoros Salonidis K. Leung C. Makaya T. He Kevin S. Chan 130 1,663 0 14 Apr 2018
An Introduction to Deep Learning for the Physical Layer Tim O'Shea J. Hoydis AI4CE 87 2,158 0 02 Feb 2017