Decentralized Inference With Graph Neural Networks in Wireless Communication Systems

User Association for Millimeter-Wave Networks: A Machine Learning Approach

(2020) Rui Liu et al.   IEEE TRANSACTIONS ON COMMUNICATIONS

Graph Neural Networks for Scalable Radio Resource Management: Architecture Design and Theoretical Analysis

(2020) Yifei Shen et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

Accelerating DNN Training in Wireless Federated Edge Learning Systems

(2020) Jinke Ren et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

Wireless Data Acquisition for Edge Learning: Data-Importance Aware Retransmission

(2020) Dongzhu Liu et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Graph Embedding-Based Wireless Link Scheduling With Few Training Samples

(2020) Mengyuan Lee et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Convergence Time Optimization for Federated Learning Over Wireless Networks

(2020) Mingzhe Chen et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Deep Learning in Physical Layer Communications

(2019) Zhijin Qin et al.   IEEE WIRELESS COMMUNICATIONS

Adaptive Federated Learning in Resource Constrained Edge Computing Systems

(2019) Shiqiang Wang et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

Spatial Deep Learning for Wireless Scheduling

(2019) Wei Cui et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

Deep Reinforcement Learning Based Resource Allocation for V2V Communications

(2019) Hao Ye et al.   IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

Learning to Branch: Accelerating Resource Allocation in Wireless Networks

(2019) Mengyuan Lee et al.   IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

LORM: Learning to Optimize for Resource Management in Wireless Networks With Few Training Samples

(2019) Yifei Shen et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

A Vision of 6G Wireless Systems: Applications, Trends, Technologies, and Open Research Problems

(2019) Walid Saad et al.   IEEE NETWORK

An Iterative BP-CNN Architecture for Channel Decoding

(2018) Fei Liang et al.   IEEE Journal of Selected Topics in Signal Processing

Machine Learning for Networking: Workflow, Advances and Opportunities

(2018) Mowei Wang et al.   IEEE NETWORK

Learning to Optimize: Training Deep Neural Networks for Interference Management

(2018) Haoran Sun et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Big data caching for networking: moving from cloud to edge

(2016) Engin Zeydan et al.   IEEE COMMUNICATIONS MAGAZINE

Distributed Resource Allocation for Energy Efficiency in MIMO OFDMA Wireless Networks

(2016) Alessio Zappone et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

Energy-Efficient Neighbor Discovery in Mobile Ad Hoc and Wireless Sensor Networks: A Survey

(2014) Wei Sun et al.   IEEE Communications Surveys and Tutorials