Federated Learning for 6G: Applications, Challenges, and Opportunities

From Federated to Fog Learning: Distributed Machine Learning over Heterogeneous Wireless Networks

(2021) Seyyedali Hosseinalipour et al.   IEEE COMMUNICATIONS MAGAZINE

Edge Learning with Timeliness Constraints: Challenges and Solutions

(2021) Yuxuan Sun et al.   IEEE COMMUNICATIONS MAGAZINE

Guest Editorial: Communication Technologies for Efficient Edge Learning

(2021) Mehdi Bennis et al.   IEEE COMMUNICATIONS MAGAZINE

Wireless Communications for Collaborative Federated Learning

(2021) Mingzhe Chen et al.   IEEE COMMUNICATIONS MAGAZINE

Communicate to Learn at the Edge

(2021) Deniz Gunduz et al.   IEEE COMMUNICATIONS MAGAZINE

Communication-efficient federated learning

(2021) Mingzhe Chen et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Resource Allocation for Multi-Cell IRS-Aided NOMA Networks

(2021) Wanli Ni et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Double-IRS Assisted Multi-User MIMO: Cooperative Passive Beamforming Design

(2021) Beixiong Zheng et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Convergence of Update Aware Device Scheduling for Federated Learning at the Wireless Edge

(2021) Mohammad Mohammadi Amiri et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Distributed Learning in Wireless Networks: Recent Progress and Future Challenges

(2021) Mingzhe Chen et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

Federated Learning for Channel Estimation in Conventional and RIS-Assisted Massive MIMO

(2021) Ahmet M. Elbir et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Federated Learning in Multi-RIS-Aided Systems

(2021) Wanli Ni et al.   IEEE Internet of Things Journal

Federated Learning: Challenges, Methods, and Future Directions

(2020) Tian Li et al.   IEEE SIGNAL PROCESSING MAGAZINE

Federated Learning via Over-the-Air Computation

(2020) Kai Yang et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Federated Learning Over Wireless Fading Channels

(2020) Mohammad Mohammadi Amiri et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Reliable Federated Learning for Mobile Networks

(2020) Jiawen Kang et al.   IEEE WIRELESS COMMUNICATIONS

On Safeguarding Privacy and Security in the Framework of Federated Learning

(2020) Chuan Ma et al.   IEEE NETWORK

Federated learning for 6G communications: Challenges, methods, and future directions

(2020) Yi Liu et al.   China Communications

Reconfigurable Intelligent Surface Assisted Multiuser MISO Systems Exploiting Deep Reinforcement Learning

(2020) Chongwen Huang et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

Capacity Characterization for Intelligent Reflecting Surface Aided MIMO Communication

(2020) Shuowen Zhang et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

Federated Machine Learning for Intelligent IoT via Reconfigurable Intelligent Surface

(2020) Kai Yang et al.   IEEE NETWORK

Privacy for Free: Wireless Federated Learning via Uncoded Transmission With Adaptive Power Control

(2020) Dongzhu Liu et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

A Joint Learning and Communications Framework for Federated Learning Over Wireless Networks

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

Joint Device Scheduling and Resource Allocation for Latency Constrained Wireless Federated Learning

(2020) Wenqi Shi et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Integrated Sensing, Computation and Communication in B5G Cellular Internet of Things

(2020) Qiao Qi et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Energy Efficient Federated Learning Over Wireless Communication Networks

(2020) Zhaohui Yang 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

Design and Analysis of Uplink and Downlink Communications for Federated Learning

(2020) Sihui Zheng et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

In-Edge AI: Intelligentizing Mobile Edge Computing, Caching and Communication by Federated Learning

(2019) Xiaofei Wang et al.   IEEE NETWORK

Reconfigurable Intelligent Surfaces for Energy Efficiency in Wireless Communication

(2019) Chongwen Huang et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Wireless Network Intelligence at the Edge

(2019) Jihong Park et al.   PROCEEDINGS OF THE IEEE

Scheduling Policies for Federated Learning in Wireless Networks

(2019) Howard H. Yang et al.   IEEE TRANSACTIONS ON COMMUNICATIONS

Distributed Federated Learning for Ultra-Reliable Low-Latency Vehicular Communications

(2019) Sumudu Samarakoon et al.   IEEE TRANSACTIONS ON COMMUNICATIONS

Federated Echo State Learning for Minimizing Breaks in Presence in Wireless Virtual Reality Networks

(2019) Mingzhe Chen et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Broadband Analog Aggregation for Low-Latency Federated Edge Learning

(2019) Guangxu Zhu et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Incentive Mechanism for Reliable Federated Learning: A Joint Optimization Approach to Combining Reputation and Contract Theory

(2019) Jiawen Kang et al.   IEEE Internet of Things Journal

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

(2019) Walid Saad et al.   IEEE NETWORK

Deep Learning-Aided SCMA

(2018) Minhoe Kim et al.   IEEE COMMUNICATIONS LETTERS

User Association and Resource Allocation in Unified NOMA Enabled Heterogeneous Ultra Dense Networks

(2018) Zhijin Qin et al.   IEEE COMMUNICATIONS MAGAZINE

A Cooperative Caching Scheme Based on Mobility Prediction in Vehicular Content Centric Networks

(2018) Lin Yao et al.   IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

Power Control for Multi-Cell Networks With Non-Orthogonal Multiple Access

(2018) Zhaohui Yang et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Multiple-Antenna-Assisted Non-Orthogonal Multiple Access

(2018) Yuanwei Liu et al.   IEEE WIRELESS COMMUNICATIONS

Energy Efficient Resource Allocation in Machine-to-Machine Communications With Multiple Access and Energy Harvesting for IoT

(2018) Zhaohui Yang et al.   IEEE Internet of Things Journal

Unsupervised Machine Learning Based User Clustering in mmWave-NOMA Systems

(2018) Jingjing Cui et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

On the Optimality of Power Allocation for NOMA Downlinks With Individual QoS Constraints

(2017) Zhaohui Yang et al.   IEEE COMMUNICATIONS LETTERS

Energy Efficient Non-Orthogonal Multiple Access for Machine-to-Machine Communications

(2017) Zhaohui Yang et al.   IEEE COMMUNICATIONS LETTERS

Non-Orthogonal Multiple Access in Multi-Cell Networks: Theory, Performance, and Practical Challenges

(2017) Wonjae Shin et al.   IEEE COMMUNICATIONS MAGAZINE

Application of Non-Orthogonal Multiple Access in LTE and 5G Networks

(2017) Zhiguo Ding et al.   IEEE COMMUNICATIONS MAGAZINE

Caching in the Sky: Proactive Deployment of Cache-Enabled Unmanned Aerial Vehicles for Optimized Quality-of-Experience

(2017) Mingzhe Chen et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

Nonorthogonal Multiple Access for 5G and Beyond

(2017) Yuanwei Liu et al.   PROCEEDINGS OF THE IEEE

Predictive Data Delivery to Mobile Users Through Mobility Learning in Wireless Sensor Networks

(2015) HyungJune Lee et al.   IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

Relay Beamforming for Amplify-and-Forward Multi-Antenna Relay Networks with Energy Harvesting Constraint

(2014) Jianli Huang et al.   IEEE SIGNAL PROCESSING LETTERS

Reconfigurable Reflectarrays and Array Lenses for Dynamic Antenna Beam Control: A Review

(2013) Sean Victor Hum et al.   IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION